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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tacotron 2 inference code \n",
"Edit the variables **checkpoint_path** and **text** to match yours and run the entire code to generate plots of mel outputs, alignments and audio synthesis from the generated mel-spectrogram using Griffin-Lim."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries and setup matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [ ]
}
],
"source": [
"import matplotlib\n",
"matplotlib.use(\"Agg\")\n",
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"import IPython.display as ipd\n",
"\n",
"import sys\n",
"sys.path.append('waveglow/')\n",
"import numpy as np\n",
"import torch\n",
"\n",
"from hparams import create_hparams\n",
"from model import Tacotron2\n",
"from layers import TacotronSTFT, STFT\n",
"from audio_processing import griffin_lim\n",
"from train import load_model\n",
"from text import text_to_sequence\n",
"from denoiser import Denoiser"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def plot_data(data, figsize=(16, 4)):\n",
" fig, axes = plt.subplots(1, len(data), figsize=figsize)\n",
" for i in range(len(data)):\n",
" axes[i].imshow(data[i], aspect='auto', origin='bottom', \n",
" interpolation='none')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Setup hparams"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"hparams = create_hparams()\n",
"hparams.sampling_rate = 22050"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Load model from checkpoint"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"checkpoint_path = \"tacotron2_statedict\"\n",
"model = load_model(hparams)\n",
"model.load_state_dict(torch.load(checkpoint_path)['state_dict'])\n",
"_ = model.eval()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Load WaveGlow for mel2audio synthesis and denoiser"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [ ]
}
],
"source": [
"waveglow_path = 'waveglow_old.pt'\n",
"waveglow = torch.load(waveglow_path)['model']\n",
"waveglow.cuda()\n",
"denoiser = Denoiser(waveglow)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Prepare text input"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"text = \"Waveglow is really awesome!\"\n",
"sequence = np.array(text_to_sequence(text, ['english_cleaners']))[None, :]\n",
"sequence = torch.autograd.Variable(\n",
" torch.from_numpy(sequence)).cuda().long()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Decode text input and plot results"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mel_outputs, mel_outputs_postnet, _, alignments = model.inference(sequence)\n",
"plot_data((mel_outputs.data.cpu().numpy()[0],\n",
" mel_outputs_postnet.data.cpu().numpy()[0],\n",
" alignments.data.cpu().numpy()[0].T))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Synthesize audio from spectrogram using WaveGlow"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with torch.no_grad():\n",
" audio = waveglow.infer(mel_outputs_postnet, sigma=0.666)\n",
"ipd.Audio(audio[0].data.cpu().numpy(), rate=hparams.sampling_rate)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### (Optional) Remove WaveGlow bias"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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K8YrAyoGK0AwODEOL1opRyHFG/cW9A5wCJ0FugFY/4v4nu0Z6JHjEuKW4FbcuNdX1rjUK9a+14HYIdpr2hLe7Nyh3YTf9uAf5fHuHPHz9SvwBPOq7FUASCcHL95OT0D9KUw3JDhZQMhWvFetZUV5j3GaYVlMCzrQPYZB/kN0OKMemxAk+8D0ufLH4/nT8cpFurq17K/5oPyfZabIrUa0cLANp4OnDrGdwHrRY9wA4mzoJe4o94v+JwliElEd8CjwK0ArcCc1Jkwq7zBjM34ytypZJAcgahrSGSwS9gqHBnj+O/tF9MDr5Oc+5PvhjtzH1ynSytMj11/aNNhU2lDUiNRh12jYROHV4m7sbOzQ7uXpwupk4FAHaSCRMkdKaCp3Hbws7DV2Q0VhHVsUaKN7IWeTWRZKYTxqUZhVCFdDQY8hhhT1ASj+yPwy6bHfBtkhx8vAjLQ9ob+jMaccqwew+6RnnYagLKtZvjrMKdIb2bjcduRR7NPx4P0OCwsZNyc5JzQlXSFvHoInxy9fNZI1wS0ZJk0gIhozGTAS5Q9tDzgHrgLx+eHvfetk6uvjVuR23X7bhNsu2ordlts52ojZWNnl3EPg++PR6DHsh+9D6/LvXtte9TMP5CH9S4U3jxwQHfAeCjLWWJhavl2lb8FmnVjYTJM21kNuV6dgAVMfNR4bVwR1/yH/XvXa7RTnttQcy1u/VKz4oyCmX6ZrrL+p3psDnLqieq1VvcTCLsjn0IPY0eIJ69H0z/yXBs0SaRlLIDgkrCakK48ycDJBLkgtPyuhLasuayZlH4MZthOTEY0NKAU3AoH6zfEx67Ljr93H3IfdJNvl3WXZAtqS1gXYlNr33qXezuJW363iQOFw55zgreWrETIVYT35MKcKwg/rG4gzllr3XwVZ9GaVYlVZnky6QZxI5FqaaAtguz5CKA4OvQbEDoUGBP3d8WPb+NEaxh2y2aotqKenb66vqR2ijaD0n+GlDauasM+7BsWh0Lbc0uLJ7NHv+PUhAvoMfxfBIcYm0CwgNCIxhS2+LOItQzUUNmUyNiwZIo8dnhNXDvAMrQhdBpkBkPbU7U7nkt542x3cA9ox2mPbFtY31oXW89Zm1wbeoNrt4Onhm+FI4ynpNQzFIa0uICnMCOP6WiI7OQVVhWmcVWhZTF/LS1NHKETXSj9k5GpeWy09IiMKD6EQahXIEO8C9vDa4e3SdsZMuOym5qcsrVGwCa/FoeSac6F6o3GriK9Mrza8usnY2u/gOOhL6CbtQfuVCrMZlh8PJ1cpqi2cL0MwvTAmNNY+lT+POns0nSVSHdoa7xaJFSUTAg+MAnz67PCb6UTpYuQj4IXaD9ke1pfXcNY/1gTTLddF1QvWd9rn2DPen91Q/mwSNheqIDn+De4iGFstBEdKX/JIPUdiV1tGIUNXRfVI9mdodEJhMkXNJE8duh/GKJMonQ4qB+DuieBg1n7DBLrAu0C7b7zptFmfSaDlnC2iCbB9rpuzobqIwNnJRc8J1cjddeBA8sEBrgbvEBcPxxSvHDIkEi09LrUx4zb5MxwwNy/fK8MrWSwMIvgctBXtDYkOfwjYAgL9E/e/8fTrPOi64UffpN422kfb0tVS1cTZ/9YF1WjWW9jA4DHut/3PCs4D/QIz/zj7qh8kPO49TU0iSLk830pVQtA9R0qhVUpjc2K8Sdk0lygoJz4pciOHHsIMeAM99q7kYNJpylTEkMSzxp6/jrZQpE6isaQSqVezK7pPvHHBw8RVwfTD2cma1+3oxPQ2/Tv/mQICBecJcxSiHvkp3i9FLkMoOyUeJd4reDOXN2E2iCp3HNwRoQ7hEncVOBWIDtECbvdF7ZbnTunm7WfxeOtu5GLac9D20F3Uh9QB37ngBN679yL+XP0h/vXst+VjEeQoKTEuQI4xsCzpQDs+yjNUQYFFYVYAXfVKjDdiJismViqFJr8hDBUkBXT/NPRR5Mjddc9Zy2PQcMcCwiO57q7vsHKw0K6Rshu4IMX0yqTIHcnKwk7N9Nt/4b/vtPt/+DP/nwKA/RsNtRueI9ItWS+LJSUhJSRcKfA1xTzVMdwrGyI7HlckryA+H6UbfRLtCyQBPfp5/bMAAwUl/iTsnuHN0NfXQODe2wbvEe+K4yXmRto8w7fnHgJqBeogXApj9FsJfhF2F1UsOi9pOW1G5DvGJwQjMCgXNS9EvD4FLEEdBhbECcUESgVi//D8yPZP5yTZT82wyGnK4M5PzjrJDMHUuwO8kL8ixHvGi8xF0yHXzNWH1UXXrN+36sjw8/l8+Rb8HgLkBy8OOhZIIBok0SZaKkkrnyR4KXYrVS8+NNMxeTUAMdolDCjPH88V8B/RG2kWwBVdDK8Edv1u8aPw6uvf7oHwxek/5mjaLdbg2KjSBtQZ42Xrj/VS/2j0rufb7tXyUAYdFyAa6SIQJLAYtxddFicZkSnrMowx1yghHG8Qqgv8B0QJDQyrBeP9SvW/6V/iId3Q3cjfVeCI3xDXpc4jyy/OZM+S06/Xddux3ZvZptTP0h7Yod8R7BjxhPCn8P/wlOmo+ZIZMCEaMPImsPnUBb8V5h52RXdE/zoLSSM8ny4fJf8eJTaqSdZTJEPWIjAQaQkSDUUb8ROuDfAK8vT86+7hUdGj1QTclNxr3RLNxMOpw13ITNnr223Zstkf1pfiQvE48V/9f/7J++sMORGfFSYcmBpiHVsf5RxjHP4dRR3AH/ceFRQsCoIE8f63/RcBG/1n+a/0+Otq5r7ik9xw3j7cXdsj4Hzb/9q30o3NNdGj0PXbF+ON4frhWNoO29zYRvDXH1EhCx7pD+HdkfaBJaIyylE6Ut06hE2wPzwtkDg8P+JdFXGKaaNDNyjoHpsley2kM4cp9BJyDNf1uurk3EfR29PF2EvSBMeovBSw1bepuim+d7tSusDCX8udzm3RoNak3szo+/MU/tf+nQhWED8UYhezFnsZhSVDKbotRCpFHr8bIBr2GJQVhxMmElUQPgkgA9X5d/TF8SXsceop5YjhW98H22nY1NYY0tvOgc9V0dzT19bd1eTYG+BT6pDsQPSDFYwP4BYwGv77AhlnO7pGRVucUg08jUJzQw1EA1NGYPdgbWPXUUo0fCXfJ8QtrjFjMcQWZgEm8f3huNvo1+TPnMz0yb29t7Meq8amBq2ruay5vrZAto20hcA4zzHU3doq3znk0PMS/sAGpgvPEfsWXRlSHz8i/iPNKh8tNik8JkEfsB1AHroasxgDE7YI/wVNAdb8nvlJ827uj+g34uDccdyd2i3aXNer0EvI3Mjtz1LTVtzU4ZHor/p58gjxJQI396katjfSK0s19TlTM0lC20pmRPlTr1teZKJl8Vl9Sd1B4z9eQVk+FTwMN2gifRlwBErwNOv15fPgI+FPzSS/d7frqU2rdqnDqzC2YLpLtrSweqOrqoS/Ms8+3LfeFN1Z4jHpk/WPA8kKmBXBGqIdxRwKHW0gSCSsK9kxjy4yJg4frxZWGBIY8RIxEngLTgW3AAr44PAr6mno2OaH4KjcC9l70pfPv9AtyYLKVM40z7XUIuwM/1H5iwJK9G/j3g7aKDQu8k95PaE3dVOTQH9B7FVMUkBsSn1CYJVP7kExOupEo0j7QG04NSsRHOMGfPR86NXineYu4PjOb8DlsRasbKxsqk+pJ6oRrHexLLArrN6uRLHhv1POt9XQ3wLm3umm8vf5vP9dDGsW3B15I8chJiDUI90mGyukLi8sQic1IDoasBYaFZgT+xH3C+ICqfr98azsl+iK5tDlEeSu3I3XT9BwyaPKI8gQyZnPW9aK5rUHC/w+9LzuTtrp/uYnEzmxRjlDVTkKSRRF7ESWVMFdGHL/f0dqc1BVRIg8MUe4TOpDYzl+LnMckgnL+v3pPN8l4zjgK8/kxY+2dKnCrKemKaTjpxqmua6jtY6sU6zYq9WzuMhA1iLg1+ZM51Tp+PLp+28JZBgrJVIjfiL8HV4eFig2K+0xqDJqKxIj7h4cFXoUWBcmGG4V9wwh/o7z/ef66KTt0esM6Zze5tteznfN68nFxf3Ll9Fm0PbXBumu+HD+lPta7OXoRQyFJ4g9hT94Oaw5pkXPTNtL3FOUXsNudnWHY2BLqkE5RT5O6kuJRcEwuyAHIAMM5fqD9IPirOLN4G3N5cOTti+sk66jqlOlxKm8psqqm61RqG2ql6ymud7FdNAB2VHalOEx6Qvy2P2uCBgTNx6yIHchHiGYIAApKC0NL9gxjSvtJUQg1RhWG1gcjR0WGlwLufxI9HDvZPBk7+LsPurp4+3e4NUs1LXLIM0R0EXJx8in0ybzQgA8BjL/AuAa4LEI4B7lMjtHuDfDP2RMfjf/P9RJhVWpd4F4AmLyTOo/ej+QSaZFZED9MhUp9R8pDRb/oOm85K/mWd6a1HTIVrUBs46v+6vDqeKjP6gbrj2vpKzlqmqsiLuTxF3TiNk12AjlFOs27gv6IQI7DmUfOSM3Jh4jax5WJUwswjA+M9ku9yUmHrwbUhwgGigbMRc/C/ADwfZX7djuweln6hbsSOSb4DvY1NNlzmnPetLexrrKHdLN4a4I1Av9+db0JeGZ7ikg1zDKO09Iqz7XPZ9DoD17QatXiGf6cXxshFB9PPM8hkCjRfFGlDhiLDodqQ+t/UftxeZv5vPjLdn8yUm3Iq8yq1Ow8KwVrD+uKq7jsPmrCKqtrH+3GMSr0nDabNwG5FHoQvLy+vgCcBH6GLwhJCbmJdckpyfgLWQy9jAkLlUoXCSXHoUb/BmwEZEQ7A7NBrf6YPPM6XjoP+ml4uHehd3Q1Mzd2tm30I3P+McawxHFI9Sy8C8WxA+lAvHrgNwk+iEsyToCR+tQEkHSTEg+cTXcO/ZWPHJFfDZwJEhLPH43wj8nPpU51jG1Kk8iJwuY9Xvhstq54enegtFux961dqvcraOnAKh8rAKpX7KNswSvAK8psd24NssU1bDbCOPn5R31tfoHAXgKRxHrHPgoEir3KsMsXCoaMZ8wDi62KxwlnSSUIfMdpxnqDdcJ3gQc/VHzp+zq5fvkFuCQ3lncodew2B3UpM6LyzvHz8vj0ODHg+kq+twC7gg0/83mcfcGGSMkYkilQMxCzU3tSIpEbUlZTg1cqnWWckxfZEtdQE5ASUH5PTY1VCmbHvgTCgJY7CPgVt6/3efZtstYuUKu5qvBqXCuLqrqpMWu2qu1qayvbKxttkfIjMxA1kXey9wQ6hv4kvqqCUoRxBTGIC8onCh0LfcsRi+eNmQ0oC4lKGEjIR5TI2IgNhYYE6IKNAKP+tLv8+pv6/Dn/+SZ3f3VpNGI0oXS6dPHzZTQFcsfwgnYaNWvA/wCbf4eEWHrJQEPG0UbPzQKSTdBJFc1T51DUU3fSmReUW61aZBeLU5+RLNE7jqwOvIvkyS7HYcTpwIY8y3mZtvp12/JesP9uBux57Qks/Cu16tNosmkDqobqgWxd7ZpvC7Fi9GIzzXX8+MG6aX5AwHoBGoPbhbfHoMiQismLKAutDUnMWgy9C6xKhUl/yE0Hd8ZgxmcEFoN4AI09nTvr+xw6m3l8OIX20nYj9Xn1frRLtV2zpvT8cwIv5XGndX2/HYG7RiQCWPyJ/8dEHAaeTAVQpxDPFw0VBJGm0Z/TOBYzHE5bu1YU06mSJVEqUSaQRwwPCu8HWgTBQYd9PDpdOZn3xjVvMd0tqCxD68ms+KxQqw3p0GpYKpAqmGvRrGzuezCAMpIzfvTbtpg56j06/ljAZYKkRAGGuMkEyXWKVQtgjBYM0Myai4vKw0rdycmIQgaKRMzEtASsgxXAIv0We3F6E/ot+WO4b7c9drk2eLVbdE60XrNJdPk0i3S49FLzM7bSfiWClMPiRfsBbsLtCAtI9UvlUEVRUdXEmRfUH9R8VFCVdxeUl92UtRHX0j2QxNBzDlEKCQcrhYZCBf8y/Cj5ffhGd/X0xzGGbm2r6WwNLH7rwCwabSdtR22fbPosCm0rrxdxsrMd9Nl2hnlIPB896D8mgPaCX4PrhekHNQeFihyLCMvYjEiLOgn/yVDIZUbtRlCEzMTChQ/EDUI1QAw+IPyte7S6KXoNuVc5OveK9yr2GjZKtjk2fHYzdZE1IPW1NYX1DL5Vf73D20fiAvqDHQVPBjfJ3M9MDa4RutOX0r4UKNOeE1yVCJVXk+4Ri84VDUTNC435zLIKe8btA/x/tDx5eqG4LXgi9sm1wnOIsToumG7srzAv/7CAr2ZuGi21rcTvfnEfMuV1FjblN8h4lfnUupK8yf9qQQ9DS8R2xRqGe0cLh4xInohkCGdI5QgoRw+GQIUixLBEHQL4gk5BbP+b/oV9W7v2u5b66HsB+o85qzmUuTL4qniXeG73pfgud1v5JbmcOSo4wr2t/5CDcQgyhOIE04YzhdjI4AwISmvOm9ADz5PRldDtkAORc9GDEJPPd4wOyz/JeslcSXRHj8Zew6aArf7ivAR6crlQ+HS3mHZls9my8fLlMs4zrDLIsg3xSzGZ8gPzNLQn9Ww3Enha+S+5WPmCewE9HT6YgF3Bv4JSxA9FBsTIxYgFw0Z1RnSFvYUPxAXEbURAw9kDi8NbwjLBO3+qvf784vvEe998VXwQ+1B767uIe4g7UfoyeTA5WLoo+cE7T/tEvDQ9fPzc+8t+zgGGAxbHncTUw3/F9EZ7h4bLjIooig+OI4yIzWFNh4xbDK2OZUyQStHJDgdbRvvHJsb6xEYDsUHrwDU/h72SO6W7XToMOMo3aPYVdWw2A/aitjs1+vUk9UN1YXWIdiz3WXkMuYN7JntEO5k8QHywvfH/D7/wQR4B+kKrgyVDb8RmRFdFIwVrRBIDCkOIQjtBxkIp/9rB2kDqgNiAq/6c/qj9urxYPCA6+vpf+0Y7TT2efS09Rv2uvDV8YTy9/Bv8j71s/Jl+J/10Pha/VMEfQ+aD1wOGww7Dv8SZR2DGr8c2h8nHY0kUCSYILokKybPJMgmMBuCF8QWaBK1FSsXnhKJDiUJwgIfADX7RPoH9VP14PKZ7FDsveiY5yzoXuin413k4eWP6EfrxO5B7QzulPE67ILtxvBr75Tygvl49AL8k/eD/n0GOwJrCgoH9wgmB6sH8gTwAmz/twXBAzgAPAZEAe4EhwOAAXT8PPnm9ZT50fbg+Kf6i/OP+bHy+/PG+I73yvd9/PD2cPgL/Mf3w/k6+pz9Sf2qAsz+6/znALcA+QJ7CAEJNQoaEWgPNBK9EXwNrA4BD8EPkxTOEtYUUBS+Ei4WTxIlEiAPEg4DDUwMLQp1C+cH8gX9B8QFbQVOA3wCWgAg/FD6zfd/88/36/S09kv5s/Qw91D5QvTJ9vH6SvFD9J/y3euO8vzysvRW9lX6NPdm+b34HvQn/cj8uf5w/UYCRfnD+gQAvPh4/aX+3P7K/mX9ifov/cX6Zv2L/XX9bfhX/Iz45PdQ/H72zf+t+O//Lv3w/ED+mf76/Sr50QK0+u8Ax/+l/xgBuQDLBCQCEQXMAw4BCgV5ArED+gl1BwwKewkkCBgKUQxxDLsNXwvkCvoJuwdsCx8KcgsoDS4M7ArVC6ALEQpjDBwKUQoTCzQJiwXlBGcGcAR8CB0GcAN9AGAAnv2A/Qn9cPYd+Sj3NPdH9pL3dfM39Xj3jfUw8p/x3/ST9SP5x/bA9h/zZfmD+BT6DPZ/+jj8RfT//Nj0lvl1/Fj/vQA6/Yz97vkh+879G/7z/Hj/Rfwn/gP/Eff/+Wn6s/uZAn77bf0z+hX4Af6g+kr+gP8r/QECxQCz/i8AL/9q/jP/OwJL/rIBhwOrBMgG0ggvCdMKUgpJB48JEQaECToKxQnECsMKRAmQCi0Lpwm6DTYN5A3bDfoLoQqyCYoLwAtMC3YJ7waMBCYCyAGvAaUC/AJHA2kBCP+1/vf7zfrs+bT6t/kW+aP6TPfp+En4j/Zr+Oz0hPiB+6f1xfok+qv32Po1+ND33/3c+Mr61AAC88r/cvy49qf/dPgb+xT+cPjp+jT5HvlA/Qr46/0C+Gb5Pfqf9uz5wPl++nf84/pJ+nj8gfrB/AMArv+3AW0BBf2P/vwA7AL1AjkFjATkBnYHrgO1BdsDowW6CugGCAYGCPcExASYBYQChQb6BRUFSwlWBEkFswbRA1kFQgb+BikIKQhNCCoGYwYQBrgF7Ae/BbAFQAVaBf4E7ANABegGVwhBBaQG1AFwAP8F///2AWgEGf2f/3/+WvgA/n/9fPzl/637BPrl+a32uvqF+cj2mPqL9Mf2xPfS8Ff24PO79Ij5o/fC9pHzEPT59eXzHfj9+6r21fqk+Qz5x/z594/6bP5z+cv8JgDc+QP+9wCyAA0BMwGRAXsAegOVBVAEkgSrBusDZgW6B+kCGwSHBwwFCAb7A3r+lv4RABsBRgGKAZEBtgCXABMBZf8aAFkCXwM2BMICRAHWAJ4BlAVXBh8IMAtLCR0NEAvbCQIMvQopDTcOmw0zDJcMdArfCccIdgliCHUGygbjAsMCgP+7/AT9qfsH+tn6bfe99e/zD/EN85Pyz/Wy8RPzUPZb87zyEvZz84bxbPbh95b2kvXJ+sv4mvf6/ef7R/ru/uv6IwG5AY78bQL7At79egQPA3ICBgboAI0Dxf4+AHkEtABU/b0D6Pzi/h0AD/mq/ZH+AgGjAO4ByvwLAEX+1P5k/Rf+CgWy/oD/OQDU+48ANQC+/o0GdAEZAm4GPgNZBWIGGAX6B4MGFAygDeAEXwnbCt8GHAzWCs8F3gijCK4FsQkxCAoFZwfiBKwDFAH6/FoBa/9F/rYAEfks+lb9H/kh/t/5l/Tr/Ar4ZfTd+if0U/Wt/Ar3OvoI99X1o/m994H8TPzw9zD7FPwg+RL/LvtI/UEEMP19/sIDDP5k/VYEU//kAT0DEQFzA3sBcAB1AiYGcAGQBjUGzf/mAXYCvwHSAEsHmv/GArkEYv9wA83+MwHx/x4Bsf+JAa/+EQG0/pEDvwOL+xYHZv9RAHwBRAd3+eEIPgNU+4gIqP9/CMUD0wW7ADsGBP3+AOj+3fne/wUCn/39+m4A6fotAxH9Cvmi/wn+M/k8AkX6ivktAdXzufuM/Ij0TPzg+Ev6rPvx+of3Ufsd/Tj7iv6l+Zj6+PgA/SH8Xfy6Ad//j/1SBE7+NgB4BkUCkAdZA2MCGwQKB40BoAZ/C+sEnAkhBxMDtgSuB6EFSAgKCAAFhgWpA0QENwYaA8QBiASN/2sB8v8uAyoEmgAIB4MCR/7f/xEC/gFaAt0BLQNOAcYDFAJA/B4BEgM4AqQBPwHf/1MAmQR/Aer/cgAh/9H+g/3d/Uf6ewDS/AH8ggDc/FH8YviH++r3zPjB+L7zC/sk+uX0RPsm83n0m/sb8Ub5o/VS9UH20vNH9gv46vkq9LL78vto9yD6Tf8c/rn80f/Q/i8AGwv3A0UBjADAAzUJaAQiDTYIQxDECgQI7QYiBtMJ8gXeDBQHjATzBMMDGwGSBRkENQAkBT8AGf+ZAiH/wv2iA+4En/+VCnX8TwOECUX/HwojAwAF7gIECLUEmAMGCNwJIwQnBk4JZgTCB+wEDAT5BUIJvgCxBD0AvAAcAUAA6PzW/TAA1fhD/Mn6M/nD+Or2ZPfU+Q31kvup8rv0W/eF9Nr0MPUB8x32jvrE75H4O/gI9gn8EvuR91T9/fgJ/KP6pf7o/ZT5KwQY9kcCuP4i/LgCYf6pBGwAfQOa/Kr/dAI0/scACQCpAS0EK/yHAHX/ZPy8BMv9qwfdAB0BgQN7ANkGcwN0B+cDOQOhB2EBYwOGA48Fhwt0Bg8JOQWPBX8FSwQ1CScHmQcZCOcHGgdZB+IIBwSlB8YHmgbVBlYBBgZYAnAGKgcG/7EFM/82AxAGZ/yG/zr/sfz3/7v/VPu7+iYA1Pos+1n8CfYl/zX5yvsk/g/4/ve898H40ffe+Cb81vyp+B/5svRb9/L3p/on9N334gGm92f7ZvdQ9x//2f3y+Pf80/jE+SP9Tv5n/0f7NAO/AF79//wEAgn8K/8SAq/7S/0AADb/lQDjBej/SgWnBlsDVgQBBUYCBwJoBUYE5AOFA04HgAXnBxsMMAaVCEEINga8CcQEzAQhCX8E2gWQBioGFAUXBVwFJQR/A4wDgQQuAGgGiQXRAjQGagQl/sIDMP9t/kYGCvyiAqwDsgD8/VkArf6M+nr/L/1E+ET9gPoh95n6vfc+94v4X/cr9rH7wfVF91D5WPnw9N73nfr5+jb5R/ou+mL5DwFe/b//jACmAxMB3gDi/mT8OgGX/xn+oAXN/UH9X/4x/F7/VP0b/z79wwBL/iT8mPtD/hwAGALH/+cB0gEGAjMBOP68BsP+OwM2Cs0CqAKrB9cDYwXwCIABIgbmB+wFtARGBD8GTArbBqoDKgY4BNoFCgIZAvIBUwJtAwr/vAF9/wYA8wLr/REAdQH8/Mj+5frR/Z3/C/ul/zf8cP+p/nz+l/7I/v/+1vx2AjP+sgAlBBQBKwU5B5sB8wHQAqoEDgDNAncAwP4DA378xwJ8AGz+owJwADr+cf2k9+T7+fja+dj3MPSj+OzxYPdV8FLy9fhT9fX1BPm99Yj07v2388T2q/6M93b8eP+P+dD/3f4+/qAIy/8RBAoICgTRCZQHwwjVCpcGBQugCqMIEggwBDwHHwXuBmAFSwH3BMAD7ALMAaAAZQGQAGoCv/6GAUkCNf8RAj3/agE+AgcBDgJeAOwA0/+c/oUBkwEwAigDfgI0BBsEdQO0BSoGrAU/Bk8GeQaeBtIFBweRBkIGiAWwA9UDPQSwBnYDbATsA6f/QQLQ/Ub8R//0+ib8+vr390T61/X79Az32vR59Qb1DvHE8jHzGvC/8ZfyGfST9Gv04vP69JL3JPio9234fvpt+WP7vvyP/Wn9Nf+JAqsAXwEoAvP/PgKrA2EC3QKbBP4DwQSGBboDJAUABRIEBQNXA5QETgRRBcYEmwN+BXIEXAQBBD4CVwN1BJoDGQIAA/UDQQVDBioGSwZPBgAHvAb4BscH9gVtBuAGSgZABskFMwVmBUgGuQbJBvIGIAeSBqgG5QUGBSwDSAIoAgIBbgEUAQcAzP9lAIj+B/7k/cj8jf1F/Zj8T/x2+8L6gvoW+ZL5HPkX+qL5mfY8+Ef3pvW39Wr1qvVC9cr23/af9cf1ZvUT9Qz1JfUz9Yj1bPYY+ML46/eh+Mf5efow/Mv8Rv38/bD/SQCPAMIBXwKSA3gEfwUQBVEFBgakBeMFugVQBpUGPgbzBnIHYgbZBVUGMAXmBUgFtgQWBsAF0QVjBmcFzQTnBVQFzAUNBuoFdAZvBdUFWQbcBVMGQwY6BtQFYgWjBCIEPATQA1kEfwNxAu8CTgGTAOQA2f/p/sb+wv1F/b79OfwV/SP9YPxQ/Ef8tPvV+of7APv8+vP75vra+p77AfsL/PD88vz0/A39Lf28/E/95PyA/HX9vfwB/fP8jPyW+yr7VPsu+4H6/vnP+Tz5xPmy+Q/6nvm0+nn6b/u++777oPzc+6X9VP4y/x7/nf+ZAA8BBwIeAgMCzAKVA+oD0QTKBPIEmAV1BZsFBgY0BskFwQbmBpIGZwf4BbIF3wU1BRMGbwYMBaIF1ASHA80DSAI3AroBrgG3AcYAlP+M/xH/af7I/x7/Uv/i/3//Tf9t/67/Wf+6/6P/wf+ZACcAfQBvAY0BSgJhAosBmQHPAbEB8QHbANcABgGn/5f/O/69/RX+XP0G/XL8q/t1+wz8JPsg+1X7r/ri+q36vvmA+cr5GPrt+uv6sPuq+9X7dfzH/CD97fzs/cn9mP57/kv+SP+j/rf/ewAZALgAygDIAKYB3QHYAZACmAJYAnMCsAGIAYUBcAFSAeIALQHeAGAAkQBmAFwAuACmAIIAnQCmALMA8ABMATgBigGPARsBtgFLAiMCpwJmA+sC3gPjA70DdgSQBLQEqATjBPwElwQ5BGsE0APaA8IDlwPYApECRgKnAUIBXgCSANz/9v8eANn/5P9d/3r/Vf+4/u3+uf68/vv+iP48/sX9D/72/e79x/2Z/d39qv2W/QD93/y8/PL8+vyn/Gn88fvW+2j7T/vj+jD7j/uS+/r7BPwO/Oj7TPz/+/b7Gfz6+w/8M/w5/DH8tPwQ/YL9TP3C/YD9wv2K/q3+N/9c/w0AcgCZAPsAXwFmAVAC8AKKAgoD4QL3Ao8DmQOmBOcE5AQSBZcElAQrBTYFGAViBeQE5gS6BB0E9QPDA68DpANbA/4CbgJ7AtICrQJEA/MCGAJCAkIC8wHTAcsBlwEAAuwBPAG/ALYAVQGKAYYBRgHEALEANQHdAGUAoABsAGAAdACo//f+5f7v/uv+v/6d/vf93/3//XT9VP0r/fr8vPxj/L77e/tm+0v7lfsQ+yP7APu8+r/6WPpw+q76Eftj+4j7Rvtw+/f76PtG/I78vfyM/b79R/6X/pX+QP+h/yUAhwAXAZkBrwHwARkCIwJEArYClwKUAhUDfQI1AjwCqQGOAWoBJAGcAHEAgAAuAGMAPQAWAHUAqwDDAL0AvQDtAEsBrwHMAbwB9wGnAv4CIAODA0ADoQM7BCgERwRZBEcEWAR7BB0ELQT4A4wDuANKA9kCkgIzAj8CGgLSAb4BMwEBAd4AdAARAO3/0/+F/3z/Cv++/mj+Rf5Q/jT+QP4J/rn9hP1t/VH9MP0K/T79LP1N/Sf99fzg/Kb8+vy8/Lb8pfyD/Ir8nPzg/LD8qfxq/P/7CPwU/An8Wvxo/DX8dvw2/Pv7KPx8/B/9rv0L/hX+GP5b/tr+Uf/J/3EA5ABSAbcBxAH4ASICjwIBAxsDQAMPA/gC/QLrAt4CnAJxAnQCcgIuAtIBvgF6AYYBpgFfAYEBgAGfAcMBuwHyAf4BOQJUArsC9AL1AmADQgNtA5oDqAPZA/sDNQQfBCEE7QPMA7gDTgM3A94CqAJ0AtsBowFCAf8AvABTAPr/dv9D/8H+f/5f/un9w/1l/RT9o/xq/DX8DfwM/L/7rftt+2z7gfuD+6D7t/v++x78M/xT/G38rfz7/Dj9h/3T/Rb+dv6r/sn+8/4T/z//V/+Z/5//m//p/8X/uf/F/6L/if+E/1//Lf9K/0H/S/9T/zP/K/8O/0z/hv+T////AwAbAFUAMgBCAIMA/wBlAecB5wHFARAC8wEmAkcCVwKzAs4CxgKDAiAC/gH+ARcCOwIkAswBjQFQAdQAxQB2AEUApwCOAIMARwDB/7b/0v/L/97//f/0/yIAQQAnAEkAXQCAAMoA0AAAARkBJgGIAaIB4AHmAdIB7wEJAjECNgJaAkwCRgIpAuIBuAGoAa8BrAGPAWsBLAHfAJUARAARAOD/yP+H/z//7P6f/nL+K/4P/uT92v3p/cT9oP1c/Tf9Sf1F/SX9Mv0u/Rr9R/0p/fz8C/0e/Tv9Pv0z/TH9MP1k/Yj9g/2Q/aT9xf3r/er92/0V/lz+kP63/rf+wP75/i7/RP92/7P/4/8NABoAGQAgAFUAfgC7APoAEwE0AR4BKQE2AVIBggG1AeoB5gH3AeAB6QEbAioCYAKuAr8C1ALdAqICsALfAt4C6gL9AukC9QLNApkClAJaAl0CZgI2AjMCNAIJAgsC8wHUAcQBkgFzAVEBKgHaALMAgwBkAE4ACwDk/6//of90/z7/D//N/qb+hv5O/gv+8/3p/c/9uv12/T39K/0U/Rz9+vzp/OT87/zZ/L/8xPzR/CH9P/1e/Uz9QP1V/VD9h/2i/cb9Bf4+/lf+a/6O/qn+Dv9k/4z/yf/l/xYAQgBEAHEAoADRAPoA/wDyAPsACQEKASABMAFJAWQBawF1AYkBkwGzAc8B8QEyAkMCWQKRAsIC8gIaAz4DVAN6A4sDhQOYA4oDoAOSA2oDQwMCA88CbQIxAuABeQEyAb8ASgDZ/27///68/oX+Nv7z/Zj9av0q/ez83PzS/M785/zq/LD8yfzM/Of8LP0+/Wn9kf2p/an9wf3U/fv9T/6B/qX+tv7F/uv+Bv8j/0X/T/9q/3//dv9u/3n/kP+n/8T/sv+o/5H/gv+Q/5X/lP+L/5//oP+a/3n/iP+Y/+v/QwAzAHUAkgDHAP4ALAFoAbEBOgKVAtIC9gIlA2QDlgPlAxMEFgQxBDQEOwQPBMQDqQOZA4cDVgMBA5ECSgIDAqQBQAHeAKEAfQAlALv/e/8d//H+xv6L/mn+T/5G/jH+Mv4Y/g3+Fv4f/jX+Nv46/kL+Tv5x/m/+ef6e/qH+z/7h/tv+5P7w/vD+7P75/t3+zf7J/rv+qf6b/qL+mf6T/o/+fv5u/l7+eP6C/of+lP6P/on+df53/nr+hP64/t3+9v4M/wb/Of91/6T/+P83AIQA2AD+AAoBMgFoAbMBBAIOAikCUwJhAm4CPgIkAiQCEwLzAbkBiAFKAScB9QCnAGgAEQDN/7H/df84/xn/+v70/un+1/7D/u7+Kv9L/2P/ef+5/+T/EgA5AF4AtQD2ABoBJwE2AWIBfQGRAZoBnAGuAbkBrAGkAZgBnAG1AZQBfQF6AVEBPwEyAQQB5QDGAKUAhQBeAEoAPwAyACYACADP/53/hv9O/yr/Hf/4/vL+wf6U/n3+cf5u/nn+nv6R/qf+rv6O/of+iP6m/tb+7/7c/uL++v75/vf+/f4L/zX/U/9A/xX/A/8H/wz/K/8Y/xj/Mf8v/yX/IP8s/zr/af+R/63/oP+s/8z/1f/e/9j/5f/H/7D/v/+Z/3v/Y/+D/5v/ov/F/8D/+f8OABIAGwAgAFIAcQCFAJ8AwACxAJwAtADPAOgA9wAeAWABgAGJAXABcwGtAc4B3QHiAegB+QHwAd0BzgHAAdUB1gGtAYgBSAEwASoBBAEKAfIA1wDHAKoAhgBlAG8AfgBnADYAEgDe/7z/oP+d/6//qf+t/6T/ff85/yb/Q/8w/wz/+/7H/pH+av4s/g7+HP4l/jX+M/4M/vT99P0f/i3+OP5t/rL+4v66/r7+0v7+/h7/Hf9V/3H/d/9r/3T/jP+f/6z/xP++/6n/mf92/4P/hf+Q/7f/x/+//+H/BAAJADoAYACQANcACwFWAYcBuAEKAm0CqALRAgoDJwNMAy0DHwMhA+UCyALRArACfQIyAvsBEgLcAXkBSAFSAVYBGgGOAEoAGwDS/5j/e/+A/yT/Ff8V/+f+Zv4W/kr+D/7w/cj9Z/1L/TD9AP3h/LT8yvz6/PL8zfzi/Cf9RP1r/aL92/3a/QX+LP5Y/rz+2/79/if/P/8V/w7/Nv9w/5j/mf/C/7D/z//J/9z/IgAZAGgAWgCUAL0ASADdAOIAAgGaAWoBzAH4AVYCjwJ8AtcCJwPdA+gDnAMHBGAEVAQvBFoEiQSFBHUEWwRwBHkEIASrA68DkAP+AnUCKwLeAVYBsQAQAL3/Nv84/rb9cf2S/Ar80ftO+9z6Avsh+wn7GfvI+xf8Hvyu/Mv8Uf18/fj94f3Y/X3+bP4R/4b+6f5H/0b/JAB6/8D/FQC6AMUA5v9rAMAAjgA/ANr/QACX/2f/yf/Z/hX/fP1s/tr92vyM/Xb89/3N/Dv9R/2I/cX+//3g/in/Rf/I/8v/6f8qAPv/ywCWAPcAMAGdAeICmwIaA+0CQQMJA34CcwOlAuABkwIXA7YDLwP9AlYFVAWjBXIG7gV3BjwFggX1BF4DHQPSAXkBfQCY/zb/E/7E/ij+xv3u/R39T/6C/fr8nv12/aH9o/37/IH9D/4J/pL9+/0//5j/2/9Y/wIB+QGsAosBgQJbA9MBgQJGABIAlwAJ/yf9qP3W/OD7b/zp+1z8x/vs/Oj8Qfyy/WT9Sv3s/TP9y/4o/ib9bv8x/tj+rv7//Sv/8v0cAKv/uP0cAIEAZQD9//gAgAEpAPIBxAE3AMwARQG7Abr/8P9aAg0A7QDmAf4AqQGTAY4CbwE5AWsCDQGNAN0BvwAIAFUACQDHADz/pf/kABz/6/8dAUYBPwGOARAD8wL9AtYDVAQxBDAE/QQnBIMDxAMmA64C2QHiAHoA4/9X/+D9IP3G/c783fsH/M38yvzh+0D8vf3g/CD9Kf4v/Tb+N/18/aL9IP3R/YD9dv7T/jz/Tf9aAB8BwwGtAdcBUgKLAVkCKwKrAfQA6wHyAX7/ewBKAc0A1f/U/gIAsf9S/nP+4/0a/vn9v/0//oD9hf2D/c79x/0q/Vv9CP0j/W79S/3l/bP9Yv6w/4//8f+IAIABmAIpAmkCEAORA/8DkAMeBOgDOQTaBMMEGgRPBC0FvgSiBJ0EUwVNBQMFlwUhBVAEQARHBEoErwKeAXQBhgDa/5H/yv7r/Tv9Cv0P/qb8bPvD/I/8zvvN+4f7u/s3++/6BPud+g76j/mc+a35+/jS+Lb58vjy+Mj65fof++r8V/1a/XT+f/94/w//LAC0/y3+m/8o/9j9GP5Z/nb+cP31/aP/MP+N/gAAvgDVAAIBxwHqAc0AeQEpAsAAigDzAIoABAEAAbcBdwJIA9gE5QU5B/YI+wpZDHENXQ4DDyYQ5RCmEBsQ0Q9/D1EO4gzYCxUKrwiVB78F/gOIAiYBzv+c/lb9uPup+sD5jfju9rr1ivVC9K/y1/Js8lXxrvFu8aXxBfKw8qjzg/Ou9HT1HfZQ95j3Fvkt+nn6HPuw+yn9Dv6X/lb/JQDzAFsBHwIOA6cCyQKxA7IDUQPjAuwCawIzAhQCSgH9AIMAcABmANL+xf67/vD9kP34/L38ZvvU+mr7hPoz+uP5Ofkb+hj63frx+zT8uv0T/9MA9wIcBJ4GXwgDCfIKpAwWDiEOeA65D7wPBhA/EBQQGhAHED4QIBCJD8wOeQ4jDiANCwzgCoUJDwi5Bl4FVQOZAb4AVv+//Vr8H/s2+n75xvi796b27fU79Yf0r/Pa8m3yofE88Urx2PBp8e7xRvJv8/Pz8vRs9jn3Vfgw+SD58fnY+gj7L/sh+8f7tftD+zD8m/wa/fX9zv4u/1r/PgFbAmMC/QJNAwAE5gN1A48DsgImAqsB7gANAMX/AgAa/1n+Iv6//rb+Of7+/g7+1v1B/iX99/xK/A78EPxq+i36lvrk+vn7zPsY/ST/ogCtA6EFkQcHCtkLpA4WEXgSPhO7E54UVRUyFmsWbRXaFBkV6hQ4FD0TPRLhEQURIQ9RDZQLywn0B3oF1QIrAGL9RPvj+Cv2AvSl8f7v0O6F7dnsq+tn63Pr+Opq65HrWOz47HDtXe7s7s/vMvHT8vbzrfQi9uP36viP+if8Hf02/q3/SQFOAncDlARUBREGsgaaBzkIUAjOB2QHowc4B6kGBwYGBZAEqwPVAlACGgHQAOr/4v5r/lz9C/0x/B77YfrF+XP5tPgn+Fz35fYF9772xvZt9mX2Gvdk97D3a/fo98b5GPq1+qL7rfwd/8QA8AJ9BHcGdwrMDF0PLRLjE4IWXRgqGt4bWhzZHFwcKxw5HDAb8hkrGPUW4RX2E+MR3Q/8DRIMLQqiB9AEOQLI/+z8//kl9+/zCfG07rHsSOoy6Grm0+RZ5EDk5ePN4wbkBOU35kPn0eik6uLs3e6a8L/yDPVo97T5APwQ/s//GAJZBPoFiQdUCd4KzgvRDKUNRw5jDv4Nuw1YDdkMCAyXCj8JEQjPBpsF8ANWApIAPP8I/iT8v/pC+Sv4wvZe9Uv1QPQ08+DygPKB8mjy4PIj8xLzEvRo9L70s/X39ZD21/bb9x75OPnj+Un6V/x1/7UAmwIVBM8GqwvDDoQRORO9FQIaiBxsHkYf0B8kIVIhgSGRIMgeCR6gHM0aOBjXFckTcxFkD4wMgwmLBrgDiAG0/pT7l/gx9a7yavDR7SDrmejU5iHl5+Pl4rThLOF94QTiY+JQ4/DkuOag6PPqLO1q7wXyv/SQ9xT6Wvyi/voAZAO8BYcHWAkyC8QMTw4+DxYQBxGBEaARQBGvEBgQJg/cDRgMUwpcCGwGmQSJAm4AKf78+0X6Lfns9yv2uvTN89HyZfLb8UnxDPGx8MnwwPA78fnxgfIk87LzuvTP9d72S/jX+DP5Mvox+5r8u/1O/pb+Zv/NAQsEfAXKBkEILAuqDlcReRNMFWQXDxqDHAsedx6lHuUe/x7mHp4dAxxyGqgYIBcXFbkSKBAHDncM4wkvB8QEOgIYAKH9Afs0+C/1tfIr8OTtsusa6f7mXuVf5O3jhOMX4ybjHeR35cnmSOj86e3rLu488BjyG/SH9g75LfsM/ef++gAsAzMFBweHCNcJOwtjDGANHg6UDqIORQ73DaIN6wzKC2UK3AiWBygGjwTXAisBz/8f/o/8nvtf+t742/fr9jH2VfV+9O3zNPNQ8wzzVvKZ8i7zIfRp9CL0NPWv9gX40vgF+RT68PrR+2D8nPzZ/dD+4v7R/uD/GwJDBIMFIgZtB5QKEw6LEOYRIhNlFQAYBxoLG4Ub6BtGHIwcUxwsGxMaJhnpFzUWPBQrEvMPQg56DOEJywbnA2gBEf9s/GL5/vXH8l/wLO6562Hpm+cW5r3kHOT+4wrkWuQY5Q/mKufI6L3qmexv7ovwsPKq9PT2afl4+2n9e/+CAY4DhQUgB30I8wlmC4cMNw20DTUOUw4qDvoNhA3SDOQLDgsxCsYIZAc0BuAEiwMgAogAxv5z/Y/8BPsL+cr3DvcY9vT0ivOk8mDyPfIR8jXxA/GY8R7yj/LG8sfz4fRp9ZL2ufeq+AX6Gfuy+zb8S/1S/tj+tP+ZANsAxQFdAy8FTQeQCP4JFgzgDvYRRxS/FRUXDRkMG3kcDh1RHSwdyhyyHOcbixoyGaQX1BWeE0sRDA+lDDMKogeLBE0Blv4Q/Fv5Y/Zc86bwBe7e6wvqLeh65iLlWOTC46Pj8uM95NHkAOZU55PoM+pC7C/uH/BG8kT0bPbz+HH7av1D/48BAAQcBgcItwkwC7gMQA6GD1sQERGZEfAR7BHaEakR2RAfECUP6Q1xDIAK3AgtBx8F9gJJALP9zPvb+bf3CfWw8nDxM/AI78HtQezo6wPsD+w67LfrROx87Vbupe8/8Bbx2fKc9Lb2DPjX+GT63fsj/qQAWAGlAVoCTQRWBwgJ+Qm0CgsMqA/cErgUQxb0F5wa+BxKHmYfTyDMIAQhDiDfHkIeGh0WGzwYeRVUE/YQGg7pCqQHpQTZAer+2/sU+Un2lfPV8EfuUexb6mrosOYO5bjjneIO4kPiIeL54VbiIeP75AvnjegU6gLs4+7V8U707PZy+R78G//sAZ8EPQeKCegLAQ72DygSthPFFLgVcxb/FgsXxBYbFgYV9hOhEssQuw6cDEwKEAiVBYsCxv9J/eD6afis9UfzVPF07/ntguxA64Hqtek56RHpIOmG6f3pheo96zjshu3B7hfw2/Gp8271UfdF+R77EP3S/ocAbAItBKAFrQaPBxsJrAvODSAP7Q8jEfgTiBf1GZ8aNhtJHSsgACICIgMhkSD1IOEgPx+qHBAazhfDFecSjA8+DKUIigWqAqP/q/z9+PP19vMQ8u3vKO1T6mboFee+5SXkCOKJ4IDfqt683vHeDd+y36jgSeKl5EHnVepD7V3wLvSu9w/7w/5zAv8F1QhuCw0OXBADE2kVwRbXF6kYsBnHGhEbQhuwGnkZ3RitFx8WuhTKEYsOrQv8CKkGwwJ1/jX7Q/jB9ZPywe5F7JLq6+jk5jvkheMu5LDj5eJS4q7inOQ85jfnlOjw6Vvsa+/m8Sn1+ffS+Xn8Zv+3AnkFiAZbCHEKiAs2DcAN4Q2eD58Q0BFiEicScBT4FkYZxRvfG5YcCh+WIXMkByS6ISoh3CBdISQghBvWF24UVRHXDlgKGwYcArH9zvp296fzw/Cg7WHrdenF5tzjGOET4OPfct5W3DDaZNmm2sXbWNzB3NbdcOAJ5AboyOtP7wnzlfeL/EkBcAXACBkMxQ9jE4kWiBgtGvwbeB0UHzAgHiAdIP8fjx/MHg4dZBv5GLIV+xLSDwEMNQiPA0v/4vsh+Kv0Y/BG7Jjp1eaL5G7iFOAI30/eaN1c3Zjd8d7B4OLhCOR05sjoTeyJ78LyVPbA+JT7m/4iAV4EmQbuB3IJrwqPDF0N0wzcDPQMow16DRcLbwk8Cg4Nng8FDqcLcg37EpUZzxvcGl4bCR5SI2wmRCXdJJMi7x9GH34c5Rl+FcEOgQqTBtEC6P6G+Bj1aPOU76PrJ+eq5cfmpeRP4a/ddNv13S3f/ty+28Tb9twX39Tgj+NU533qE+7v8bH14PtVAgkG5wnDDDoPLxSeF1caORsqGUIbXB4xIK8hBx5nG68dJx/TH5sbYBS8EagPVw4UC3QBV/qn9nrzb/EC6yDkzOBi3vzevN0E2qPZgtoy3W/gjuDJ4djkk+if7YXwSfK89V/5Mv2yAJYC0wTwBjUIKwpxCx4MRQxQC64LMgw0C0wKzgcMBjkGZAS2AUX+Cfvm+hr6U/ie9oTzYvXa+loB/gd1CRcM0RMCHw8s9zBML7wwFTS5On09ozc6McwpSSTTH3MXmRDECBz+ovYk8D3sgelr4kLdZtoF2NPWWtLFzhHPS8+hz8vN0MuczlDT0tib3oniz+d778n3xwGdCjcQhxV8GvkfBibWKJwpLylhKGcpmygZJrUjOyA+HsYcMBkaFawQAw1xChEGVADp+eLzWPC07MDnweL93Qrb8tlA2Y/Z0dlJ2hjdFeG+5SLqju2F8YH2Mfy/APwCNwU5CK0KPgyMDFIMagyXCzgKpgjTBmcFUQNjAAr+TPsT+ED1EPKK8N7vjO0769voROeH52fnAOgs6ufqlOpY61XwKP4IDqsWvRpFICsvLEY7VsVa+FiyV8Vd8WHUXcFU2EULOEUsCR71EbsDfPPk5kDa/tDsyee/6LnMtwm2RrW1sLatM7Ektn28IcDNwKTGxs+a28rpqPPp/PUGxxFhID0s9zPGOeM8A0HzQxtCET+AOmg13S9nJ/IeERczEAkLjgXt/4z6nfWi8iXx8O8i7mPqz+bM5BrkjeT04xjiheD84MfjIufl6RXsMO/S89X43/yj/+4CxAZjCZwKMAqbCSEKwQk5CEkFawH0/kX9wPtK+qH3ovSN8ifx/fCZ8LruKe3L6xzrGuug6vzq3+zK7oDwlfEo8r70Yfiv/NUBMQQoBGwF9gpkGeIoei/jMNExpDwoUEFbMlvqUmlKiEopScxBSDWfIgwTvwVJ+Bru9OHs1TTNDcXtwJC9v7g/uIi5Sbyxvw2/DcCqxHjLWdVW3EXhFOj/74T8CwqUFG8dwyPdKmQzpDmOPa09tzq/N8gy+SzaJiIfqxeYDyEHIwA1+tX1+vII8P7tZ+wR6yXrkeur7Nrtxu1U7SXtvu3G76HxsPLT8/P02PZc+Y378f0PAIEBBgMjBOkEVgXmBH4EsAMFArD/6vzA+tL4YvaJ8/rwG+/I7cDs2Ouq6+jrOOwU7VjuJ/Do8VDzH/Vo97b6x/1OAKgC/wNABXMGJwdcCJQJgQqWCmMJ/QpVEkMewSivLKwszjDqPOxJrU66SOQ+Jzm4Nm0yciiiGYsKFf358RTpdOAc2G3PT8hsxU/Em8OnwlbCTMXtyT3NXs9y0aPW9N7k5qjt9PIM+SECiQwQF/of0yWZKtUuBTPnNpE3RzR8LkkoGiP8HKAUpgvmA87+QvpF9I3uMesv65jseOxK62nqyOr87HrvlvG98pbyJfMS9R34GftJ/NT8Rf5ZAHUCqQN0BHoF2wWwBdAEigOvAoIBy//X/Vv7jPif9QHzcfEP8C7uzOvH6Y7pcOph65DrMuti7CjvA/KB9M31RffB+Vn8GgCeAyQGDAgxCPwIxgr1CiULpAppCiMLqAjCBzsN6xeAJEoptCelKoY0y0J6Sv1FhD2aNswySy+kJlIaYwz6/WXyLenJ4fTaBtPCzGvKZ8qxyuXJccmNzDzRnNQF1jHWOdm73yLnG+5B81j4n/9KCCkSFxuSIbImQCrILL0u/C5HLbwp4SNIHY8WlQ8bCawCwPxs+Kv0ZfG57q7s9uy67ofwlvH48IrwpPG985L28vcW+FP4IvlM+7D9dv+7AKEBYgJmAzoE8QSdBWUFjgT8AvIATf+c/a37Pfn49e7yk/C87qPtSuzy6mfqPOoS6xHsley+7Vrvv/Gz9KL2Yfhz+tH88v/uASsD4QR9BrgIIAp4CokLuAsmC4oKuQlgCsMJ8QYMBlEK2BT2HgkiYCHvI1IuMDtNQDA87DNBLiQsTiioIMkVOQmw/UzzcOvx5fffvtkr1BvRBtEa0anQK9FU0+DWXdmE2ifckN9J5b/rtPH49gz8RAIRCr4Syxq7IJIkAyd8KEEp+ChJJ9ojGR4DF1IQrArhBRkB+Puv9370L/Kj8JTvf+9C8Czx7/FZ8rDyGfMp9N/1nvcS+av5j/oJ/CP+rgCeAhAEJAXbBawGJQfEBpcFiwOkARQAq/2W+lH3pPRc8wHyDfA27snsp+wa7ffsDe1O7RXusu/R8B/yhPOz9Cn3j/m5+/f9hP57/ykBEgMCBh8H5gYqB1oHyAiWCZsIxAiHCIMHdQWxAlAGQBCuGocgZR/uH/UoCDa5PwE/uzb4L1UsFCprJa0bjw+VApn2ku7i6NDjQ92G1ejQAtCR0EXQsM4+z87SstZp2Xja8Ny94l3qlPJH+aX+NwRgCnYSMhs6IlomBCeCJs0mjydUJ0UkPh4+F0QRlQxdCLYDnf5W+j/3EvVt8/bx2fB58GHwmPDz8K/wp/BO8ffy3PXz9xP5kvqG/O//SAMSBVIGyAb+BosHLQeGBjYFXQKd/8H89fnx92z1aPM58oTwPe8i7sjtAO/f7xjwre/87nzvm/AD8mLzGfTX9AD2yff5+b37cP0x/9YAfAKBA/oEEwezCO4JXQo5Cg8KZwi8BsUGRQZqBEUAn/6cBskTfh5dIfweFSRtMSQ+80K1PKU0LzDZK5QmBB4tE3UIhfvj77noa+P23nvYStJq0YjScNIB0czPRNMv2XvcKN5734Hj4urr8fT48f85BuoMDxOQGcYgAibIKCUp4ifhJn8lkiIqHiIYwRFMDP8GFgI1/Y/4hvVC81rxUe8L7cDrauu561vsWezs6+XrRO2L8I70zvfK+aT7k/5uAu4FwAcCCKoHFgfKBisGmARbApr/VP22+9L5mfdd9c/zOPOc8rPx7PC/8EXxsPHH8ffxF/I38rbysfMp9XD2EvcS+O75Yvxh/mn/jQAQAswDCgXABbwGlQfpBwcIuAcnBxcGtAQJBPgCvAAx/0ACiAwlGSUgUCB1IE8oUjYUQCU/BTcGLzorISiuIYYYtg2kAgv4DO9J6cbkJ99G2eXVSNZZ163VwdL30rzX0t394PfgteHA5a7sxPRC/N0CiwjpDTgUzBswI/QnQilXKAsnwSUoI8QeRBmCE1sO/QgsA7396vjK9b7znPFp76rsWupS6WbphOqB65Hrhetc7NLu6fLc9gX6/PzF/7UCEgWdBlAIrAkCCtIIbAZtBBoDsgH2/9L9z/vn+Zf3bvV79Gf0MvRc8xzytPEm8oXysPLR8jnzsvPU8zL0OPWM9sX31fhm+pz8T/4A/1L/3f/UAGQBJQHoAPEAOgGwAQUCQwLUAf8ANQGlApwDegJ4AcIF3RAwHXIjEiOAI5MrUjirQJo/EzhFMSotECmuIm8Z9w7TA7j4EfA16pvl/9+m2TvWeNZ012LW2NPd0yzYsd0C4cHhpeKP5irt6/SR/AgDcQiVDZkT5xqIITwl2iWzJHwj7CGyHh0a/RQvEKkLqAZ/AQz9gPnh9uf0E/M68Tzvb+207A3tGu4j74Pv6u/l8PDyPfbl+RX9Y//DADgCFwQHBrsHRghdB2kFPQPtATUBFwAG/nb7l/mr+Lb3P/YC9a30DvUI9ST0NvPC8tzyM/Ob82X05PR69MbzufMJ9e72JfjE+Cr5qfk++rH6aPto/N789fwt/b/9Df85ACEBYQIoA+EDGgVKBnkHHgcBB9sL2BVcIdUn0yfeKP0vXjuEQx1CszpCM8ktASnBIdsX/wx+AQP3G+9E6TTkFt4X2NXVrdYc17vUytBh0LDUCdoh3WPdMd6c4hTqAvOJ+4ECVwjzDXQU6BtqIg0mwSa5JUYkSCLzHqAa/hWDERwNTQh0A1b/MvwP+l74jPZM9MDxsO+o7rbuve7/7cvsH+z97ELv4PEX9A72XPh6+7v+lQGeA/0EMgbiBrkGzAV/BEoDKwLUAFH/xv13/Db73/mz+Nb3LPdI9v/0yvMh8wDzAPPG8rTyF/O68zX08fNg84bzjvRV9t33bPie+BX5Y/pu/GD+9/8GAagBhALSA7EFZwe+ByAHCgcXCOYIrwdWBXoGVg7cGa4iIiUBJWwpgjPdPdNBqT0yNngv+ClEJFAcQhIIB3j75/Ea68jlcOB12hnWTNUT1pvVK9Mc0eDSmNcF3Jve6N+v4lTolO+T9wn/HgVmClsPQhUFHGIhBCQgJEAj7iI0IqEfWxsrFqcRGg5VChkGWgHd/ND5wvcO9gL0OvHK7kztqOyJ7Dfsy+vJ62jsNO7q8Mjzfva++FL7i/62AfcD7wQ0BXoFmQUWBfEDdAIVAeb/1v4K/jn9E/yP+hv5RfjV9yH3zPVW9D7zvPKt8r7yy/Kh8jHy6vEX8ory+/JI8zH03/Wn9xb5D/on+978iv4xAOsBZgOlBDEFygXnBvgHsAgGCSUJtwhGB+cGnwvsFWMh1SdsKP0pyTE9PXdEkULnOsszny7NKOwfshSmCej+oPQX7Kjlv+Br2/7VtdPs1PDWkdby01bTptaf2y3fW+B/4cfkuenG70T2mPylAtwHRg3HEzga+R5BIQ0i9iKLI1ciDh9tGi4WoxIKDyALkAbLAaD9VPo9+LD2s/Ra8inwzO4d7nDt6uz67NjtOu958NXxrvMN9qv4C/sf/dH+6f91AMcAWgHyARkCrwEgAdwAvABYAJn/DP+3/lb+Vf2y+yT67fgU+Dr3KvYM9f3zJfOz8o3yTfKh8Y7wE/DM8Fby2fOH9Cb1qfYI+Xf7Nv13/hEA6wF5A60EoQWpBjAHHQeEB6AIewmcCCoH2gkLE6Af1ShWK78rjzBEOsNCwUN/PVw1ki5PKFAg9hUTC4sAl/ZA7uTnCeMs3ubYAdYN19nZz9ox2E/VKdYO2hveeN8q33jg/+N76bvvEPbh/JgDEQrLEDMXsBy4ICojHCVOJqUlBSPdHsgadBf8EyAQjwugBiACQ/6M+975D/i/9QXzwvCM76Puou3H7JvsOe3d7SDuuu438Hrys/RP9rb3RPm9+uH7xfwG/pL/oADOAGcAdQAfAbcB0QFbAd4AZQBn/wT+mvyS+8X6mfkJ+E/2wPRh8xvyE/FP8MnvUO8+7+fvKfG+8ib0sfWc97z5vftR/ab+0v8DAUMChAPJBJYFUAZxB8kI3wkkCvQLIRJ4HBUnDS1vLpEwGDfkPxxFxEK8O440iC49KHYfzBT9CTP/CPVO7GPlNODq2gvWGNRS1cDX1Nce1XvTK9Vk2fDczN3L3QPfUuKA577ti/Q++/8AjAb2DBgUrxonH8ohEST6JaIm4yREIawdiRp8F38Tbw5ECaMEAwFv/on8FfuU+df3TvYG9Rb0cfOt8uHx1vCO72Puju1Z7Ynt/e3M7uPvOvHE8nD0k/Ya+ab73f2b/+cA9QHDAnYDLAR+BBMEqgLgAIH/r/7z/bv8IPuh+Wz4PPfZ9Z/04POU807zsPL88ZLxovFB8lvzlfTd9db21/dw+Uj7X/0o/3kAygHGAsADOQW2Bt0HagjCCQUPQBg5IgspcSvxLWg0IT2KQ21DQT6HOJwzYS4QJ1cd/xKMCP39k/TU7KzmEeF32/DXrtfU2LbYB9Zw0/jTDtfc2WPaetmq2QLc7N8K5dXqFPEF94r8rQIFCtIRTBjpHIgg7yPTJronkiaAJE4i4h9nHLkXwxJgDnQK/QbdA2YBvP8c/kn8M/ri9+L1DvRI8nPwFO5C64foeuaK5Y/lxeUg5trmKuh+6n7txvBE9Kj3A/sm/sgA8ALHBFgGrgdzCFYInwd6BiUF8QPQAqoBYgBU/vL76vl4+ML31vZZ9fjz6/Jh8hjysPGj8SXy9vIT9GX1pfbo9+f4H/oe/ED+3P+wAFkBwQKeBHoGYQn0DicXeR8HJTgopywHNEw8RUHuQN89yDrRN3QzmyxHJK8bmBLECC//p/aF78ToLuJ13QXbadnx1kHTytBP0STTL9SJ05vSsNOI1hraDd514tzn9u1Y9E372QJDCu8QtxY4HLQhBSYvKH4ozScdJ+8lYCORHzAbQRfuE+YQ4g33Cl8IKAYqBAMCbv9v/Bv5s/Vh8vzuiusW6JjkkeFj3znePt7U3tvfkuEM5IHncetM70bzNPcJ+5z+ZAGcA5IFKweLCHUJoQlJCXYIcweqBs4FiATEAosAhv70/JH7RPrC+B73pfVS9Gzz9PKx8pryuvI28+nzpPQe9cD13fZV+PD5Svtz/Kf9uv52ADEEhAqFEn8Z2R1CIZMmvC5kN6U8oj1+PH472jrOOBA0aC3UJcgdURVcDHgD1vpH8rHq7OQZ4fjd0tky1TnSINLg0+nUHtT80nHT69VQ2Xbce98049TnRu0j81D5nv+9BZILUBH8FvkbmB+xIeki/iOuJF4kzSJdICcebByxGoQYnBWGEsQPQw2eCjAHwgLJ/dD4YPR/8LPswuir5BDhmN583W7d+N3R3jngfuJG5UPo9eqX7arw/fMw9675cPsx/VP/0QFbBGwG+wf/CIcJ2QkKCgMKUgm0B3QFJgM3AWv/T/3z+rT4D/cA9iX1YfTQ88DzSfQI9bf1MPaN9hb3tvdT+AL5rvla+u76kft+/cMBCwi0DscTnReEHOQjzCwXNNg3NTk/Ops7HzzcORs1/y4+KOIgfRhsD0gGO/2j9CbtV+fZ4n7e0tnc1RjUg9ST1cjVNtU41a3WI9n628veu+H65GjoMezF8Ob1JvsVAMME1AkTD8MTpBe2GrwdyiAbI3IkxCRrJNMjyiIqISUfbBwEGQkVmhAuDKQHvwK//dP4YvSI8OTsgumC5gXkPuIU4XjgROBA4Fjgv+C04TnjO+Vh56HpOOwh74DyKvbZ+ZX9IgF/BKcHNQr0C+UMFA3sDH0MfQv1CfkH0gXtAy0CdQDn/l79//vB+mT5NPhG98H2l/Z69jz2/fXA9Zf1pPXx9aT2gPf49xX4u/gD+3H/0gSGCX0N5hE0GCMghCfZLGAwhjMCN7k57zlfN8oyfS3VJywhVhlnEO4G7v329Zfvi+rp5WLhd9012/PatNsT3Lzbbdsp3Ozd5N874R7iMOMa5efnGutj7sfxofU5+nX/yQTECW0O0BI6F2gb6B6bITojASQsJNEjICPjIckf/xyaGfIVJBL4DZwJQgX3ALv8Tvja89TveOyZ6QDnduQ54o/gZ9+83nLept5s38bgk+K35CTn4OkO7bvwuPS5+Fn8if+CAkoF0QfLCfMKfAuOC2UL9wopCvUIkgdTBk8FagQ2A6sBGwDY/gz+WP11/Hr7i/rN+SP5WfiM98L2+vVG9c30tvTh9FD1UPbN+Bv9hgIDCOIMIBKPGLMfUibuKu0tSTAzMvIygTHZLfYomyPmHa4X1xCbCWUCkfu19SXxlO1p6kDnXuSD4sDhd+H34Czgv9/939bgjOEO4q3iAuRn5orp7uxT8K/zf/cg/HoBHAc/DKkQuRTFGOkcmiAwI8AklyUbJjwmhyXBIzEhEh7RGkkXOhOrDqcJlATQ/1P7Dve48lzuUerR5uHjP+G83nvc3doC2tjZM9oF23Hcnd5o4crkmOim7NHw7PTo+Lv8QQBSA+EF/wfOCU0LPgynDKUMbgxADAkMswsnCzgK8QiOB0EGKQUCBJAC6ABT/wH+zPyD+yH66/j09zT3jfbq9Xn1R/Wk9QD3p/lB/RABqgRtCB8NuBI0GHwcSx93IYwjQCW9JWckpSExHnAafxYBEtEMHQdGAQT8q/f783Pwu+xH6eDmpOUF5UDkOOOQ4tvi5OMU5fXlwuYS6ELqM+2K8N/zIPdq+ib+jAJ0B18MxRCoFHUYYBxCIHQjpiUdJwoojygaKGAmkCMbIG0ceRjzE/MOkQk0BA3/OfrZ9ezxPO676m7ni+Q/4kzgmN4h3Szc69tB3O/cA96X393h1OQ66Nzri+8L83L2uvkH/TQAAQNSBUQHCAmfCusL0gx6DfwNWQ5yDkkO3g1LDXEMTgsVCtoImwcgBlMEZwKhABL/lP0G/HL6BfnP9872D/ao9cT1d/a594b5x/tS/hoB+APnBtMJcgyaDgkQ3xAqERERhhBqD60NYAvXCEYGuQMSATf+avv/+Bv3mfUm9Ljyh/HO8ILwivCX8KjwsPDF8CXx4vHM8q7zZ/R29Xr3SfpR/eD/LgIoBUEJBQ5zEgYWLRm1HJkgQSTRJg0oaygxKIYn5yUXIyAfaRp+FZoQtguoBm8BUPy199LziPB/7Xzqpec35XvjKOL54NHf095y3sHepN/N4CXiv+Pe5Ybok+ux7qXxbvQt9/f5w/xW/6ABwQPKBbsHdgnWCv8LFg0mDiwP6w9aEGYQJBCrDyAPbA59DSEMSQowCO8FuAN0ARj/tPx5+nr4v/ZK9RH0VPMt86fzp/Tn9Vv36vi++rb8wf6ZACACUQMeBLAE4gTXBH0E2QPTApMBNwD1/tj9ovxm+z/6g/k0+Q755/i5+Lz4/vhH+YD5nfmq+aj5fPk8+T35lflA+v/6CPye/QwAKAN4BtYJVA1TEb4VOhoZHichhCOLJWcnjSiLKCUnpyTIIa4eNBsSFzoSIg1TCO8D2//D+4v3fPPe7/Hsber151jl1eLx4OLfad8K367emt5X3/rgBuMX5QHnI+nB69ruC/IF9b73XvoQ/dL/oQJEBa4H1gncC+IN1Q+BEbQShBMwFNkUQRURFR4UtRIzEaEP4w2ZC98I7gUNA00Akv3k+k/4Afb38yzynfBt76LuNu4n7mvuFu8U8Djxc/LR83f1R/cY+bT6B/wv/Tf+Fv+5/y8AaQCCAGoAQwAFANP/uv+8//P/JwA8ADMAEQDl/8z/ff/+/kn+af2g/P77o/t6+4H7JPyR/QMAGANKBqkJjQ1DEncXQRz2H+IiWSWfJw4pFSmlJz4layJFH4Mb/RYEEvEMRAgEBB4AWPyN+PH0t/Es7yDtEOvX6HrmfOQj4xri/uDW3+vewt5k32XgiuHc4szkk+cA66ruRvLH9Xj5Xf0+Ad4E+QeuCiANWg9SEfQSORQjFd0VfhYOF2QXNxd1FkoVDBSjEr4QJw76Cp8HYwQiAb/9TvoM9zT0xfG27wju6ewz7MzrsuvX62vsQO047kPvS/CF8czyFPRj9a32GPh++df6Bvwh/Tj+Tf85APsAlAEmArgCEQMzAxoDGwMwA00DCQNuApMBrQDd/wD/SP6a/Q39qfyJ/Dr9B/+kAdgEAgiaCwgQGhU3GmgekyFRJM8mqSgVKbknTyWEIrQfZBxbGK4T8g6ECosG4QJl/xb8tvh99Y/y9e+f7RHrMuht5QrjQuG+3x/ektym27vb0Nxu3lXgneKp5WvpqO318Qf2C/r6/dEBagWWCDgLbw1SDyER8RKCFLUVdxb3FoEXAhgZGJMXbxbhFBoT5RAoDtAKLgdnA8P/I/x6+Af11/FE70/tA+ws67TqmerQ6nDre+yv7e7u+e/48AvySvOX9NX1Ffdd+N/5Vfum/OD9HP9TAH8BLwKpAg0DQgN9A0kD3AJmAvABdAHRAP3/Ef8z/nz9G/0G/Rr9HP1S/Tz+ZQBWA2kG+wikC1sPBhThGIwcIx9uIRkknybiJ00nxCX1I0Mi9x9+HBkYSBPCDooKhQZ7Alj+IPot9p3yte/x7APqzOax4xbhD9873U3bmNmR2LvY5dm22/LdtOBi5P3oLe5281X48vxYAaMFlQnkDFUPIxGZEucTMBUmFs4WRRetFwoYYRg4GJ0XmBYXFVETBxEWDooKhAZGAjT+OPpS9pzyHO8y7CHqleit5yDnBueJ52johemy6u/rUO3s7pLwOvLQ83r1M/f4+L76ivxS/hoApwHjAvYD2ASKBRsGPQZJBisGwwUTBSYEJgNMAkwB+P+f/pj9Rf0q/ST99Pwe/m8A6QNNB/0J2Qy0EEMViRmCHBwe7R/FIUIjUCP4Ifgfox4mHUAbRRiMFNMQSw3ECTQGdQKO/qv6rfYK85bvZuwP6QPmWuN/4QLgb97L3K/bkdum3Dve7d/R4Vbk1Ofi6xTwG/Qz+I/8JgFKBc8ImgsUDoEQvBJ5FMgVlBYSF2kXiBeBF04XvhbHFYkUBhM0EcoOsAtHCPIEtQFn/rD60vZp85nwS+437F7qIOmQ6GvoZeiC6PfoAupl69vsZu4e8BHyIvT09cT3vvnj+wX+lf+FADgBAwIHAwAErwQmBWkFhgVXBd8EWQS7A+YCiQEPAPX+Y/73/R79pPzA/RABXwUFCV0L6A09Ep4XHBwaHj0etx4IINwgAyBaHf4aFBrsGU0ZgBf/FK8SoBBIDn8L+wedA2D+u/ha89zurepZ5kHiYN853jPe6N1B3R7dUN6a4JjiuONe5Jbljef76VTs6u4D8ub1PPrO/m8D5Qf4C6EPDRMtFtAYGxpEGtAZehlWGfkY3xd9FloViRSdE/YRew+pDM8JvAYxA+D+Lfqb9YHxGu5r60Pp1ufp5oLms+Y/5w3oBOkH6h3rcey/7QbvaPD38QH0Yvbj+F77xv0RAAMCeAN/BDcFvAXZBWEFfwSjA+ACWQLmAbcB0gHjAbEBggGlAY0CYAPSA5UErQZyCl4O2xDGEVUTVBbyGQcc6Rs8GxAcxB1nHgUdohpFGTsZqRhSFkMS6g0ECjUGQAIa/if6YPae8iHvpOyn6sDoVuYT5NzikuLo4TPgWd7V3WnfzuHV41Hld+fc6jPvSvPF9iX6sv1yAdgErwc4CqYMAA+QEScUyRbyGDAawRpAG68b1xvYGsQYNBaOE90Qlg3kCREGuwK1/6f8c/lK9m3z9PCX7o7squoV6cTnr+Yv5lrm+ObN58joDOql60TtkO6870fxc/MM9kn45fkz+5v8R/4HACcBHgKUAvMCEgMhA0QDvAP8A+wDkwOpAxsEbATVA0ADpwSsCJoOoRJiFL0UrhY3GlYd0R2SHH4cVR51IJEgPh4nHBMcuRxuHKwZVhWuEO0LGwd+AmP+w/rM9qvyJO+b7EnqXuft44Lh7+C54KTfTd2d2/TbKd6r4Lfi2OSR5+TqG+4U8Rz0o/dF+xb/rwJuBt4JzgygD7sSSRaRGXMbCRztG9Ebrxv0Go0Z4BdIFrUUrxLxD70MWwkpBggD2v8Y/BT4zvM28HLtOes56XDnFOaZ5aHlmOWV5eTlt+Yl6Hjpcupn62/sEO488ADzpvUj+Lb5SPvF/IL+AAD2AM8B/wKPBBUGMAexB5sHRwf2Bt4GEwd1BnEF6wToB6kNVxReGOQYIxkoG/Md9R7gHEYajhqCHdEfXR8rHZEbzRvGG5kZMhXYDz4K3QQAAGT87fmm97P04PHQ73HusOtJ58niFeCD3w3fRt1G2zrbct354NXjC+Zs6DTrQO7P8FPzO/ab+aD9+AGSBpgKuQ3cDyYSKhW1Fz4ZKBmjGOAYYRkPGeoXcBahFVYV5xMnEV4NjQlaBjsDvv8Y/C/4mvQS8SPufet86b/nQuZa5efk3uTh5APlh+Xq5vPoIeu57ADuOu9L8b3zR/YK+Lv5Zvt//U3/aQBtAZwCawQgBksHTAi8CKkIxQcbBy4HIghjCIYHtAhDDbcUExq1GkwXQxZPGCsbcRvxGFYY1Ru7IJ4i7yDvHZIc2BuSGb8UFA8HCmwFuwF9/8D+gf4s/JX38fJp7yHsMefy4G/co9tf3WHekt2u3LXdPOBK4sni7+LQ42XmZukV7ZHxoPaN+2kAuAQvCesMaQ5gD28QIBM9FnYYXxmOGoYcUx58HuccfRpcGFoWfhMMELcMpgkhBzMENQEM/iv6+vUr8TTtXuoj6P/lduRB48TjTOSF5Fvk7OPw5Cfm8ec+6brqNO1L8L7zXPYT+IH59/oC/bP+nABOAjUEGQaXBwoJQAp2ClwKjgnyCZ8KvAqtCBcIuQtnE7ob/xxoGawUCxUUGCgafxitF8EaWCGwJM0iux1VGecX6RWiEjoOgApsB3AEVAL2AfwBOQBv+tjzPe7f6ujmAuKj3kXfP+MV5lPlReIQ4B/gr+D64B3houLl5c3p0+0N8ov2fPq+/XwAlwM+BjAIEQmOC9IPvRVqGsYbCRw8G+YaxhmYF2AVcBRkFNoTphLDD68MDAkbBUoBcv0J+pT1h/Fw7sfsOOwz6z3pQ+fw5aTkkePn4SjhSuKz5MfnceqN7IjujPDs8j/1pPcm+kf8pf6sACcD+wRXBsUGXAeSCHMKMQt1ClYJsAlxC1UMHwucCfcNvRTUG0cbbRRCDmsObhIoFrUWZxZTGngfyiFNHvAY+xR1FLkUkxMnETUPmAz5CboHRwbEBNEACfr18ofuwuxH6z3oNebw5troDekA5U3gL96Z36nhi+KR4jfk5+dv6xzu7u+68vn1mfld/Er/+QLlBkgKeA24EEwUqBYFF18WbRZTFxsYGRjNFvMVGRXZExEReg3bCcUGPwQCAcr9efpi92P0LPFh7vHr5+nx503mweQi5M/jHuQv5UvmG+iq6Ybrbu0673HxBvSj9sP5QPwl/ln/fwD5AcEDRwUbB78IwQptDHUM8gteC7ALcAsrCiUIBQlfDrIVxRoZGY8T0xA1EXoUPRWfEzYV3RmzHukfrRt0F3kWzxVwFAAR4Q0ODU4MqArmB2QF4AKD/R/3+fCv7TPtQOz+6eToPuj45+XlXuJh4E/gluF44grj5+PL5rfpiuyl7k/wHfKt8+f1PfnB/ZACXwYtCYILHw5dEAsRmBHfEh8VFxfKF5UWmRVfFXwUKhPjD8ILqAh8BkAE8AHi/hf8NvqD9y70Q/DB7KLq3el36b7ooedS5jbmDOc46DPp8um96nns7e7b8Yb0Dfeo+YL8QP/jADICNgNdBSUHpgmmC7kM2AyzC9YLHwy5DLEM+Ai0CUsOABPZGIgWGBHkDxkRUhOvEyAS3RSNGhIfsx2OGE4WpBZyF94VsRFUDi4ODw6SC9YICgZ4AzsBLvwc96nzfvFg8OvuKu3H6wTq0+c25UrjL+IL4kbiteKe40XlyedX6o/s7e1j7wfxdvM39pj5lf1dAXYEzwZ4CHIJCAu0DNUNNg/CDwsRERLrEZwRyRBXEOcOLwxICgMI+gXnBMEClgBu/e/5j/ft9CPzmPFV8JzuYu2E7czr5+n96R7rcu2A7/bu6e7F8MP0tPeY+Mr5Bvxm/6EBzQGTAa0D+wbaCM8JQQmNCswL4wrUC+UKmAtCC3oHKwn5DZkSrRSXDiAL4wxyDzcRhA0+DIcQnxVKGMoUKBASEooUIBVgEqcMewpiDLENdgsVCRIIUAfqBF3/1fn49kj2n/Wa82zxZe8A7jntqOrP5zXn8uah53/nY+Yy583onutp7TjuvO/O8LvzUvbG9+35p/yF/5UBZQOaBOQGtQlrCtAJVQtLDZQNmQ3hDHgMcQ3YDIoKVwjbBX8ECgWMBFoBn/0y+jb6q/1n+PzyE/Ze9AH2BfYR8M7wF/Jo9gz2Lu9q82TyU/Ro/LL2Gvql/xD7Tv9kAID/KgSYAW4E8wZkBkAKHAezCOALNwcXCd4JLAbTBeMEagdFCz0NHQ0WCVEKEgwaC94LGAryCk8NRw9zEDENOQ8ZEBIP8Q+ZCyIJmwlSCZ4JPwj7BbUFJwXEBK8BA/0T+5f7j/p4+HD1D/Jt8RPxHfAJ7Rzs8+0D7ontG+3N7B7usfCF8WTxGvL388v1v/aG96v5ePvQ/d7/q/9nAeYDZgSoBTQHMAfvBi4IGQnTBzgHTQYiCFcGUgSxBZwEmARdAPf7OgBCAcT/rvyG9zT6Ef5l/KD5XPRr9V37W/ia+eD3tfB594sC9Pz+9t/2UP/1BIX9ofoI/wEGnAS6ATUCsQHqBq8KbgGrAlEIWQgYCakHLAQZBj0IIQjeCCcFawe8CKYIxwpKCakHCAl1B1oJeglACPsJVAm1CekJ5wt/CWoGqgifCAwGogQpBGYFJgR/AR4AnADo/877zfnN+gP6WPY79Mv0GPb0883x0fJP87nxgvBd8fPy3/J48lXyl/Ox9qf4t/dr9aj27ftO/4L65fsv/xP+CAC6BDUGyfwOAAcJewVgB2kDCv4yCQkHlQUOBsD5ewOhDqj6KvwxAuP/RQZ9AIP2ivd5CisCRPO6/Or8Fv7ZCPD2pfIkAFkDHP80+df5YQLyBH76NAAABIf9fwIxB3n8GgLPBGACmgKVBi4GNf+wB+gIHQTRAKABnwarCV4BtPuVBdsKngS8AAUB3wb7B8UEsQP9ASMIrgWiBasH/gbqBvgD5QWjCcsG2wIbA1AFIQhWBOIAtgJsAc0BRQOQ/Vj8Gv75/BT73Ph9+vf70viS9CP3T/vc9YnxEPXU9S/2p/ie7yr1Ofp298T7ivPO8XH9iABH/InucfjRDIr9b/o8+pEFNQu6+UH99gd9BgT+Qv+jCmAGmPoqBosJUQLOBCr6WwMmDOL6UgCJ/KkBCg6O9/3xRgyoBHT0xwA7/0X8LAT6/8X60ACQBMABP/me/YALuvx09j8KF/4uAdwH1/guBhwDm/jnCl4DTfj2/qsDDQrG/1r4/AVOB4T+RgQy/zr8Cwg1BYD+OwEBBAoKYgSL/5oFqQiwBZQB6AFlBmUI/QBEA4kGSgJ8A5kHRP4qANUFAQDI/D8BnACz/IwC8vth/R4Cz/jR+rD/gvtx+Fj4qPzs/HT5vvir+VX/Vf9s75j+WglG5Rz9pBOU52vx+xKR+Z3uUALu/FYGRPko77gNNwQz81YFOwXo+FoKPQXQ73UMMBHs7xj5AxT5Aif2eAgcAUT78wMlDX74pfqZAvj+MhGv+m/q3Q4EB/77oAFe9loDUAJn/i8EzPoH+XwEJwYUAMr4nv1PA14IfP0M9CoHAgvM8IMEDwnt9vwCWgFB/lwBIQeW9xr7IBHn+4L3jwYUBe//GP/vAzcAoQX/BBb6MwJODpz7Xvz5A60JXgXf8aUG6wr3+yEC0gKv/Zb7zg3sBdjvOgCIBkAMJ/hf858IAAAuBKr+P/LK+ycPzQf26Sb0kxA3CezvQ/ns+2EF7gYT8FT3vgVHCO7safufFUboSPrkCOz3OAyb7gn2yw0rBBEALOdBBloXwvF1+/X79QfBC5DyLP/lCqv94vxeBFcJk/TO8WwdswRR4EsGHBmL86n0FRBt8vL8axpn50L18hZd950B+QDX94QCPwoxA0TzKQD7BSMFfgPP9hMBlw+u/AH+sgLFBYsHPu83DqUJVuwODgEFkfeSBxkCJfobBhMDRPas/98OgfPx8cAXV/+26rUFKA/b95T4VQBQBCQI6u9w+MUTSgWm62P4She4B3Llav9/EVf+CPkA+WsHMwch8B4ITATb8d4Ja/x7+lwHmPww7/cLFgjk6x8ANApt+Nz1hQOEDCD0WOsODm4OBvKm8agFMgBqCt0BG+bdA90UuQIZ7c39zBfs8yQAhQ4j8vEMZAEP8Q0dG/0w7bYTNwDOBKH7YPmBF8fzuvusCYv7bAhD/EP8dwS9/FQF/P6r8TsNSP7p7uIQRPgd/0YIBepbE5UCN+/bDZ75Bf6CBXkB7gJS9mH+9hJS+9b6NP9U/10P5PDUCTUBTuwfGLkGYe1gATUOJ/UIBeII/OmXCbEJQPZz/638jAMVCNDuoQScBuP1zwEU/00G3Ot9CikO5uTWCJ/9of7pEoDdLgRaGMjtc/9x8yoUpACJ23kdBAPq7yb/RPh/F1b01fJ8DDHxyBk5717oby1v46gBNwRR9QQi09e6BsUiFdZiFjoHNOSfINLvUgI5Ehfr5gszBZABpf/c9QgT//R/AGoVY+c0Cf0BEwGnGS3U4Q5JHDPZER7x9hHwRB595uQNVQ/54tgIIgcP/cwDl/i69wALxwbx8PICHgxd82/5ZAieCvP1w+d5E7oMk+qsAmMIP/md+G4RXfsV6e0dufPW8X4dHvFh/PQKyPh/Elr4aupFGs0Ng/Fz6JoSDCAv5ff32AvV+UYNkvts9zMDc+8LFX4I5OR5++sRbwL26vYE9wFk/ET+PfcFA+EGVvNL//kFjfaQBSr/i/LdBuECFv0I+tn7pwz8AkLxkgDdDYHtqA8lBF/hnxk9B9HonRGB/6z3WgtU+9//gAvg8kT39xrY+4fqNwu0FMnxS+4DHCQBqfOeBQn0awomFyPkIfizH9Hv/wCdCkX0ogdA/4L5ghAO9E0AqBBp5ZMOXhRa588FPwJk9b4T9f3T7w3/DQQ1Fk/w+PKzCJr/2hF+8mHunhQ3AYj5gQyl6q4IgA56/I/7Du98GEMJnOcyAd8JFQqr9Snvixqa+vjxogZE/DIMw/MH9kkOKvfNAXH2Vf2pFnnhvPiWFrn4XP+t6bj+pCZt5hvnYBdGBRz5RO4FA5MeKfDJ3+gcIgiJ7VARgfF69lUaZP0G8qgDSP0xFe/7juiVFK38uAplA1fo/QboDloE0/U0+pUEdQvC/Trt7xdF+k/wqwyv9oEX7Pdn3U8lzO6UCHsUc9CoDv0JIQ3y+kbkWhJYCwPwLRV79kvu6Bql8zkP4vWZ88YjbvI58IwOIwzZ+Dz4Lwid+1EAmRv24JP1Ix6n+DAAkv+k50gWlQw275n3lgBREbLvBQTsBUXwhAmHBLnyCw0x+hP3HQuW+pL8LAwk6osLXBKH2+IOkQZI/tQDouZ3CaMD/wfyBzTaWf7uJ3bwBfcn/TPw5BhM/DD1fQd98TIHPAj29UgDdQBN/Sb4ogtZAbz1DAnQADP22RTI90j0Yg3WAwX6MgXDAp/6Ef5pDJ8OM+V/Aa0Q3gHA+aYADfqRAsgQePJl+b8Ow/dsAcwAsfbPDSn6ivgAAN0C8wcr9mD9Dv1jCnkCPOtvDxMLFeZ6BY8INAD9DPDngvhXG+f8VPonAjTthBDQDrfqPgFUCb78hQMP99r/ZRDk8DL+OQqE+Wf/9ADq/8IHH/aB+n8PnPvq9qQCPv/GCij7lPmuA731rhcMAmDk4v2wEmQKd/c07TwAfhP+A174BvJYAN4QLQGt9K8ATvoNAngUwfLD87sJDv11CoUCJu48AN8GJgacChHqW/OEGNsKYfvv6PgDdhZi+FL+P/qwArELze9iBpUNZ/ObBTb2pPmwGZAF8d9J+DAZ7gkM81X99vc58kghLgV17zjv4PQ3HJcVX+Wj7wAHLAIYFCP+luVA/aMUaPxM/nkBGfwsAgf8oAQXBan2Kv4OEFn6jfI+AF4R1/928ncC4gP/+s0H9QVJ73UD6gTgAdr/mfuDAboBRQDo+F8C5guX9gn9DwOY+NEMYAL/6+cEMwMgAtoNuO4p8nYH7w76BUDuFPWLDEUGovrxAuL7Svm6C+v/CvmKBuX+nwGf/kH1qAxrDzH1cPTDANwJZAxY+d/39/1vAj0JcQa6/RTw3gJwC8QEjPcPAhgD9/W4B2T+ogCxBkD7GQC0+4n5BAkdBnH+tvh39Z0EMg6eAZLzX/Y3BW4IVQAAAKv3/fa8ByULOwLk8yP3ngXRCJAFXvib9jkFggWq/6MCzP6L9xsAZgd2A9f5afwSAsP8rQesAmf4MPyz/XUFHARv/LH5aQKRAK/6xwX4BRD4Y/hKCLP9aPumAYcFwAQA91X5Agd5BUYA3gGX8VH7LwvrCaL9Zffb+o4AmgrMAav75vuh+079zAUIB6gCqfbG+DUGJgFJB90DsPQR/TgCu/3JCKcG8foh+XYA1wgJA/X+Pv3ZAGgHc/pk+0AL1wRa+9b+DAFjArkFqv/99wr+bgczCEv8OvUZAv4BSQM3Bnv73vaU/hsGxAF4/JL6bwLj/7/8HAHUACkCk/rz+vkCOwAoARICTPx9/Wv9fwC8A4YFIQKf+sv4Hv4UDLwDkPcr/b//LwKBBmEAhPysANv8h/+XArX9egPi/9z32gFpA9H9YgFPAe3/3/2x/X39SvvwBAkEqPsh/uD/nwN2AXP7SgCd/mL+NQYIAuX9CP33+I0D1QftAe0B9vzL/BD8pgAQB8MAhgHdA8H36/rYBLkCHgbrAMH4aABsA28ATf8q/u/+ewIvA+X+gwFaAPX7yP49A/kBPgEnAav6uPy4ApADrAEB/Y3+P/91AcAE7f3F+hr+ivyvAvcGQwLr/7P47vnG/9cFOwY//KX8OQBN/koDbAAA+fsAJQgFBXz8SPo4+v7/HwifBff+nPtg/XUB3wLi/qgA8AGY/4H/IAJm/Vj7PwN7BPMBHvyf+4AC1QFtASQAiPm//YcCNwIOBCH/dvmq+58CwQK7AcD/j/2+/iAATwLU/nX9A/7PAFoCcwIn/8v+Yf7c/zEG0QDj+6n+bQAX/xUC2QPK/nP+kgFsAIcCov9F+xT/MgHHAFEC3QLC/GT9EwGK/4v/PAPnA1H8yPuM/3f/uAEgA4EASv44/igABgBf/0oA3/4HASUCd/+p/77/Tfw8AFoDbv92ANL+vf2IAa8Cfv4//jz+AwDyAnr/mwDpAY39Kv78AqIA9/1HAE4C5QFj/mX+9ADB/2oDOwLa/VD/1P4+/jsDbwHz+zoDawFV/iUABf4gAc8C+P4v/E3+4QEHAZT9Uf8h/wEA4wImAIb+UwB9/uH9//2N/UkD2QKg/ir+kv4yBDEEQPsb/d/+W/yzAY0DtwC+/1IAi/83/2YALf/FAEYCDf9l/3H/+/4QBEME9f0c/joBIwHXAXgAgP/4AJ0BEwKfACv/A/+mAOcBJwMCAu/9xPzg/yICAADGADkAxP1i/yoBAP/Z/un9sf+tAJv9qf/c/mz//P+r/fz/GQLZ/QP9Rf7Y/7UDGgHu/Kb+pgDx/+kBQgB+/vgA+QAMACcBLgEJARwARv9MAdD/VgC0AWwApf86AOr/VP8R/wv/3v+b/5T/XwBtAFL/Pf7i/L//RgA0/lT/MQDD/pL/OQHd/+z/JP/+/q8AAQA4/tIAkAHs//QAhwG4ABIBPwG5/wAAYf/0/3EA+AG/AXD+5wBnAWT9QQFNAz/+kP73/5MAjf4x/lUDqgGL/jgA0v3CAEwEwv5Z/vv/NQF3Azz9qf0BBMcAIAJ9ASv+mADg/+EBWQO1/bb/4gH6ALADIv4i/N0AegHkAL7/uP6V/2gAgf9SAEr/4fwc/g8ACwCU/+n/gP5k/6sAWf+e/iT/Cv9D/7MAkv/R/fL+tgEyAR4Ay/99/+3+Ev9J/7j/GQHn/wb/G/+n/xD/Ev8K/3wA/f+w/a7/9P4V/nj+7/1G/50Bzv8//ir/ef8EAUkAkf6r/bb9OwCgATUAXADM/8sADQKl/jwAPAKr/3j/rQDkAOMAXwDwAOwA1ACJAuUBawCbAJYC4wDd/wkC5QBKAc8BDAKrAUMA9AIBA94BtAE//1ICxAL3/44BrwGcAUUCRgJsATsBpAE2AckACgF/AIMATgFOAAwAnAA0AGEAwv97/xYAMP5w/uEAfACt/JL8+f4b/Qf+Rv/++xz8Of/q/U38K/3V/Ar9yv2+/Xv8s/xJ/aX9+v8p/nv8Gv1A/pkAmf6n/N79+f7KAOn/q/2S/sj/QAAbAPv/xv7k/ZX/JAA0/+H+mv+r/wv/CwAiANIATQBu/kMARgA9/9j/uP/V/k0B6ALCAM0Az/+uAHwDGgIZAK0AggEcA7oCVQHBAsACMwOeA5gCsgEiA9kD+AL7AwYE9QPqAloDXQWCBJ8DCwMQBHEE/QJlA6UDQQNgArYDpQNeAqsC5AFvAnMB0AAFAQcA5v8e//X9lf+q/2v9M/4Y/Zb8Ov5l/az7SvuV+4v7rPtU+nT6+Po7+3H7U/x+/L35CPyU/fH7t/yH/JH7Wvw9/LD9QP/I+5X8Iv+H/lD/+f0O/noAWv54/pv/7f6J/2f+Qf4R/1v/9////tr9nP8pABX/bwAzAHv/tgD0/7kAuAG2ANoAZgDwAGcCtACi/y0BQAH2AT8BRADtAR0BpgGmARkATwEMAeUAAQGTACkBZgGmAX8BNgEwAlwCcgIdA+oC6gPeBFgF3gUCBsEGpwebB40H1weGB9sHygfhBjEIgAf5BQ8H1wRaBC4FQAM3AsMA5QDrAEH+oPyK/HL8GfsB+jb4RPdk+Bv39/bM9gv1pfbt9ij34Pc69ob3BPgL+Tz6pvkP+o/61Pyh/Wv9Nf3C/usABwDvAIUBtAE2Aw0DFgNvAvECGwSkAvICgAM6AoECYQLsAT0CewEUAMv/WwAd/6/+1P4b/TX9N/6t/I/8mP2/+/T7Sv3G/ML8TPx0/Jj9Xv2j/uT9L/yY/3n/TP4G//7+iAD8AD8ARQCJAL4B6ALIABwBxgKSAQYDdwMkAo8C1wL7AwQFMQQ1A24EfQVXBukGRQZpB+EG8wfgCpcIzAcxCREJNAmuCAUICwfNBhAH/gXQBKoEkQNQArsCFALy/zT/2P5o/Sr9m/sO+pX55/jy+C/3pPbF9nH26vYS9oL2o/Z09u73HfiZ96z4EfpI+ov6b/tM/If8V/1b/mb+vv4jAPsA0wALAd8BvAJwA6ACagKCAycDFwOjApgCuQJ6AUABHAHSACsBpf89/pT/QP9u/oH+svzv/Pj9V/35/KP8wPxV/W795fxr/ef9hP2r/YX+ZP64/cz+hP8Z/xr//f+n/+j/oQETADwANQEiAJYB1wGwADoBWQHZANEBoQKQAV4B0gFHAsgDvgMNAy8DWATHBS0GBgaGBbQGsQcLCLYI6AfMB3oI2wi0CEgHKAcaB4YGXwYNBVIEJQRmA4oCnAFpAI7/Kv/i/Xr8ePvI+m76jfly+Pn3jvfa9tT22PZU9gT2yPar9jL3lfjN93j4vvmB+nT7sPsg/Bf9Kf62/jf/8/91AKcAsAFMAioC1AJeA9wCMAOQBN8D8gIIA3YDfQPTAhkCQQF8AawBxAAYAPn/bP9M/+X+//5k/+f9TP39/e3+Z/54/WP9Bv1Q/tD+vf1T/Vf9Jv7F/kP+8/20/pn+tv6O/wP/fv/m/4f/BADB/24AtgBHAJIAggDuAFIBvAFhAQgBtwFGAi4CxgFeAuoBDgJyA0ICuAHKAzwE6QLXA8YE1ASgBZoF3gUsBj8GHgdKB3oGaQacBksGZgYSBu0EawT5A+QDmwNbAv8AvQDXAMj/5P7D/fP81/xi/Nz6y/lZ+mn55PcL+NP3Jvc19y/3v/Y29w34DfhC+LP4pPmm+rD6Tvvu+9j8WP60/eL9xv9zANkA3wCvAPUBTQNIA7MCfwKOA14EIASzA6wC2wL+A4QDQQJIATYBHgEOAVcAtf6W/r/+Mf4L/ln9hvyF/LH84/yj/N776PtR/EP87/yu/K/8Pf3o/PP9pf63/g7/Ef9w/3kAiQFOAaoAtABbAiwDVgJ4AvoBawK1A4ADvgKUAqoCFQPlAwQDTQK1AjoDrAP9AtYCXQOrAwUECQQPBGUELQV/BQsFDgUNBooGPQb6BfEFPAZPBkEGgQWiBPEEkgS0A1EDhQL/AU4BogB0AKv/g/7j/YX9+PwW/A/7+/p2+gX5D/kr+R344/db+N33ePck+Ln4rvh1+Br5B/qp+tH6Dfv8+7H8A/1t/Tz+v/67/jz/AQBvAEgAlwBaATQBVAGwAcgBtQGnAegBvgFlAXUBcwETAXYAWAB9AMv/cv9o/7z+tf7j/iz+w/05/k3+lf13/Sv+AP5S/ZX90/39/QL+u/2m/UL+3/58/oL+y/47/yAAAQB//zQA5QDaACMBigE1AR0ByAHtAfEB6wF5AdcBmgITA8gCgAJ2A10EpwTrBFYF+QViBoYGVgfbB88HxQfmBzYIZghFCO0HZAdBB5wH/QYdBoUFBQXHBCcESwNoApEBMQF5AL3/B//M/RH9JP3J/I37fPpU+n/6P/ri+SD5ZPjt+Jb5Z/n0+Fb4qfjX+Rv6g/mK+f35h/oX+5L7zPuf+zf8J/2E/fj9Kf4N/sP+Vf92/5z/sv/a//f/HwBjAFMAHQAQACcAigA+AFr/3/9UAHT/Ef9X/0f/0P4I//n+FP41/i3/1v46/jf+ZP43/z7/fv6F/gj/qP9l/9P+T/9g/3X/0/9u/y//n//C/+L/w/+e/wgA+v8SAHEASAA5AEwAcwC/AKYAtQD3AC8BjAHkAS4C+AKjA5IDHARoBXIGuAaaBmYHkgg3CVkJMgldCb0JtAmuCXsJjwgUCOkHlwe9BrkF9gQ9BMADAAPgAeoANwCr/87+df3I/Mn8wvus+mr6zfmX+WH55/iN+CX4ifj3+In4aPjW+FT5iPn0+XT6Zvq2+qz7UPxP/LD8K/2k/Ub+tP7j/ur+MP/c/08A+P+s/ykAhwBXADYARwArAOj/6//7/8X/i/9M/+P+D/8z/8b+0f5Z/sT9vP4m/wn+mP1N/ob+fP6T/l/+Tv58/gv/O/+5/qf+/v4//y//4/7j/sv+9/4s/9b+fv6r/h3/Bf/J/tf+0v71/m//a/8L/wz/nv8jADAAJABMAAYBwwH0AX0CMwOkA3EEewU6BtsGlgduCE0J3Qk0CtIKNAsNCx8LbAspC1QK5AnBCSsJAwgXB3UGtAXWBKUDagLGATMBBQDX/gb+Xf2n/Mj7DPt2+tz5efkH+Yj4Rvg7+BT40ff490f4S/iM+Ov4QPmx+fH5QvoR+5D7jPsG/Mj8Y/2w/fz9Sv6i/lX/vf+Q/6n/LgCAAHMAbwCsAKIAXQCTAI0A/f8GAPD/af8x/z7/Ov+D/vL9Yv5f/uD9sP1y/UX9qv39/X39Kv2w/Sv+Kf4+/mr+bP6U/h3/Vf8X/xz/WP9i/2L/0v8AAFH/ZP/s/w4ANgDk/5r/1f9RAKYAJQDN/4MAzwDPAPsA+wBfAbIB8wFqArsCUAMCBKkEMwW+BfcG7AcNCKAInwkEClsKtgqYCrMKxApbCvYJcQnnCBIIJgedBtAFqAS7AxoDTQI9AVAAv//a/sD9Hf0//DD7bfrj+RT5Avis92n30van9qv2n/bW9jP3u/c3+Hr4IPkF+nL62Pq8+x78SPxQ/eL90/1E/u7+Yf9q//D/YwBMALoAQAGKAVMBCAGSAaMBNwHqAGIAUAAbAK3/Lv9o/l7+XP61/U79Bf0D/d/8rPzD/Gf8mfz//Kr84vwe/Q39Qf1S/bv98/2//e39S/67/hb/6P6//kD/HQAvAK//tP8hAKQAhQATAA8ALQCBAIwATwBqAHkAJQGUAVUBxQGgAlsDvgNZBG8FJAYlB0kItAidCbsKXgveC1gM3AwRDR0NUQ0XDZcMMQzLCyML2wnLCBoI3AaOBVUE9wK5AYoAfP8s/rD8c/uU+q75dPhF90H2tfVB9Xn07vOo84vzpPPN8xb0mvQz9d/1t/ab95/4t/mk+n77nvzo/fv+rP87ACgBGgKrAs8C+QJ8A6gDsAPKA7oDmANXA0ADDAOUAiECcgH6AJsA+/8x/2T+xP0c/Z78EPwh+3L6Ufoc+s75bflU+bf52/kO+l/6qPoc+2f7/vtq/JH8Ev1e/br9/f1B/qL+uv4N/3P/kP/n/yEARgCoANEA9wDvAP0AcAFcATMBOwFFAa8BzwHZARsC1wIHBNsEzQUkB6AIbArmC9sM+A1MDzoQoRDDEMMQ3RDNEFkQhQ+1Dg8ORA0JDJgKKwnTB20GvgQLA1ABsP8R/j38lPr0+E336vWE9ELzMPJn8QfxdPD57xXwevDe8BHxq/Ge8mzzkfS99cD2/Pdu+QL7R/yK/Rz/dQCoAdcC5AP4BOEFegbyBm8H9wccCNoHhwdEB+kGNwZSBUsENgNQAo8BhwAi/+v9J/1o/Cz71/nQ+AX4Yve29iP2xvWg9ej1aPa+9ij30Peo+HT5G/qi+mX7NPyw/CL9wf1t/qv+EP+r/+f/JwCkAP8AQgF0AboBMwJ7AmYCZAJnAjYC6gGWAU0BHwE0AXEB8gHdAjAEegUJB+AIigolDKAN9Q7PD2YQNRGDEVwRSRE+EQQRVRDbD1wPXg5NDTwM/Qp8CcgHPQZtBGgCjQCD/mL8UfpT+E72W/S58mbxJ/BH77ruRe4x7n3u0e4R76bvmvB68W3yjPPN9DH2uvd7+Qn7k/xV/gQAngHwAhgEeQWRBm4HSgjmCHAJ2An1CbAJQAnhCBcI/AYUBgcF9gPxAr0BgwAq//n96Pxs++L5rfiU93z2n/UZ9XH04vMy9Ib0ePTR9Fb19PWU9kj3JPiV+FD5Wfoh++r7r/yC/Tn+r/5i/x0AgAAZAbYBVgIZA6oDCgTmA8kD6gN0A98CbAI4AlcC5wIHBD0FowacCMYKhwztDS0PYxAnEacRABIKEhwSWhKKEpMSgxJ2EjoSnBHKEIwP2w3sC+QJdQfhBHkCKACh/TT7P/kh9+D0+/JG8YrvCO4Q7UrskOs+61vruev663LsGe3i7fPuLfCv8UfzMfWc97j5r/vG/Zb/UQH1AlcEdwWSBuwHHAkLCvUKugtZDIAMgQw7DCoL5wmqCCoHaAW5AxgCdwD//sH9lPxB+yD6+PjB97X2r/XN9PDzU/Me8+ny3vIe82fz7POw9Lr1zvau98D4+/n6+vL74/yq/V7+Dv/g/4YACwG7AZYCagMDBJsECQUJBeMEkQTiAz4D4QLvAoUDwATEBgoJYgvIDdUPUREfEm0SXhIPEvgRIxJnEuESvROZFBUVNBWkFHETuxHCD1oNiwrhB1QF1wJQALn9HvuS+DX23fOe8ZDv0O2b7GvrKeou6Vzouudt54nnF+ge6dDq6OwM7z3xWfNg9Sn30fiM+if8+f1MAPECnAUxCJgKTQxrDS4OZQ5IDgoO8w3tDb4Neg3kDLsLGwpWCCwG0AOXAaD/3/0z/Kj6Hvl99+v1b/TM8mXxjvAp8A3wZ/Di8GvxzvEs8ojy4fKm89f0U/bZ95L5jvtc/Zz+rf9OAKkA8gBEAYIBFAJFA7sEAga9BiMHFwdiBlQFMQRTA48DBQWtBxUL8w7FEoEVtxZmFuMUzBLuEA8QVBDgEZ0UuRePGv0beRv2GKIUfg9fCuwFvgI+ARgBwwFVAv8B//9i/KH3A/Jk7Lvnd+Qd45HjJOVk50jpk+oY67LqYunn5+vmy+Yd6OrqlO7E8jn3Yfu//hgBuwLmA/oEIgaGBxsJIQuGDfwPFxKOE4wU2xQpFIYSZhD4DaMLownHB1MGEwXzA24CJgB2/Wr6Yvde9HLxSe/q7T7tUu2P7cntB+5B7iTuCu4h7rbu/e/k8Rb0Vfak+OL68/xe/lP/9f+lAI0BnALQAzkF3QaNCIcJcwl4CNoGAAVOA+EC8ANgB3AMsBGUFQkXHRZoEwEQXg2yDJwO8hI1GFwdpyBbIXcf6RqjFJ8OFwo9CLwI3QpCDW0Oew3LCe4Dyfzc9TPwPuxD6t7pdeoo60ProeoE6bHm9+M74e/e8t2U3oDgyeMD6JXs4vA19C327PY89/L3I/lR+67+CgMcCN8M0RCxE1QVwxV2FVQUPRPXEhoT0RN2FAoV9RTcE5URRg4BCnsFFgEX/c75avcF9g71CvSO8mzw1e0C60noPubn5Mfk++UA6IXqzey87tLvdPAK8QjysvMC9nX4nPpH/fX/DAORBXUHOghjCKsHbgbTBCYErQSCBqIJiw27Ej4X5xl7GGsUFw/iCy0Msg+lFcEcJyOaJiwmBCLeG2QVhRDcDXwO5xHVFoQaWBq6FYgN5gMN+8z0NvK38kj0U/Xb83/wxuue5gTiON5S3CvcKt2m3v7fLuFg4mvja+SQ5XDn/OkH7fnv3/Iy9gb6R/48AowFkAhBC6INfQ/vEK8S2xQwF/IY3BnpGVoZExg8FiYUqBLUEdgQFg8nDKsIcwRGACf8rviI9gn1bPPd8IztX+oT6J7m9eW95R/m+uYJ6Bjp+Oml6pvrFe0M78PxfvTS9uX4c/o4/Bn+TABjAh0EfQUeBo8G9AZPBx4H0wbpBrsJGg8UFl4atxllFLsNdQpiDI8SfBrFIRYm2SYbIxkd1BatE9oTkhabGWAcoh2JHJQX7g6pBdb+hPxW/cv+Iv5S+0b26O9T6QnkVOG+4MrgQOD23jfeOd7o3h3fx96s3l3fMuGJ43Pm6On/7UDyMfZh+Rz8o/50AYwEtAcNC2IOhRH8E9EV+xbvF6UYBxn5GG0YfxdTFiIVzhM0EvAPDA2WCS4GSAOZAP39IPuK+Oz1FvPx78DsROrN6FfoUuhi6Jbo6uhE6YfpMeqx673tyO908ePylfQi9875Fvyx/fn+hQC+Ac8CsAMeBQcH9weMB6AGnAiQDqAW5RoQGKgQMQpiCrsQbxnOINgkXSVDIlIcnBZjFMoWMRvdHfcd5BxGGycYmBFPCZMDcwJSBKYE9wCh+p/0afAu7R3quecP5svkaOJV3+LcStxi3WLeot663gfgKeJ/5NflZuf96ZztavEh9G32j/lT/joDJgdUCfEK9AxUD4ER8hJyFIwW6xh+GqsaTxlAF88UYBJ2EJMPhg8CD8UMeQhsA0P/gfxv+nb4MPYV9ATyhe+Y7NfpfeiK6Fnp0unP6X/pZ+l36bPq7ewR8O3yrvRl9T/2y/et+XT7Wf36/7wCoQQQBdQE5ARDBWgFOwfJCyEUFBpTGeYQDgjyBisPpRqGIREiHR8KHS8bkhkJGP8Y3xtBHo0d1hqkGE4XYxTBDgIJvQYcCFoIBQQI/OD17fPW81LxgusI5sHjKeQO5ELiY+C739Pfu97U3I3cW98S5MDnSOmP6uLsme928W3yx/TY+VkAyAV1CIkJ2Aq8DLIOdBBkEuAU+RbCFyUXcBZtFpIW7xW7E+UQ/w3BC30JPwcoBUgDHwEg/jn6kvbM87zx++9Q7gPtNOzJ63/q4Ojd50/o4+nW69bsju0J7l/vJfFZ8wP2R/jb+Sz7J/yF/ZD/SgHxArkDzARBBhELZBEpF6QWOA9/Bv4Euw5dHS8nsiXMHd8WORXNFt0YKxv6H5UkQiVMH3MWLxBmD2YR1hLeEqYROg59B3D+FvdB9fT2R/d585jtK+nG57bm/OMQ4AveTt7M3xrgo98E36Df9uDA4sTl2+me7ZHvDvDs8GL0YPnh/cEATAP8BnkLFQ7nDeQMqg3UEIsUMhYOFkwV8xT/Ew4S4Q+8DnMOQQ0fCgUGBwOkAY8AEP6v+qX34/Xk80nxv+6/7bXui+9w7s7rvOl36dHqWexd7nTwnvKp88TyJ/J+8/L26vqQ/bT+0/8FAeIC4QMQBHQDpgOYB9UQ+Rr4HtkXnApbA30K8Rq7JiUn2h40GrMbKx7CGwoXuhYiHdkiIiG/GJQRwA9eEHgPSQulCPEGoQQa/8r45PWd9XTz+e2J50jlQ+eH6LXlQeAZ3aXd19/Y4MTgJuH14p7kduWA5gvp4ewv8Z705vfR+uT8p/0O/3kCFAjDDTUQaBDkDwERyBLQE7AT6BO5FIEVdhQTEugPgw4ADTIKpAbaA3oCBgEk/j76wfeZ9rP1E/Oz7yrtE+217TvtzeuS6tfqF+xS7RLusu6B73HwVfHG8u30Tvce+aP6lfuw/Xf/gwH2AfYB2AHaBOsM6BT7GGoTNAnjBOUM2RopJXEjChyVGEEbnh5yHNgYVRmoIOslzCICGUMRoxCpE2kUAhGrDOMJ0AavARH9MfoY+h34ifKI7OLpPurh6Xfm9uFw4HrhNuJC4Dre49444orlKOZ15Vjmhulp7UfwQfI39I33Nvsc/wQDBAY2CEAJMQojDAcPwxFzE/ETHhRTFEsUbhMOEs0Qwg/ZDh0NoQrsB6EFMAPjACb+SPtb+V/3XvU68xPxkO+d7qvtMO347EXtjO1g7RztVe0c7mTvYfGY8xT2nffn92v3rfcs+XP7DP9EAU0CggJkAiYHFxB5FXgU9AnmACgHQBb8JUkoVB3eFIkVuRtbH28cuBoSIBAmGSXOGlgQ+w7JFCEZuhYDENsKCQhgBHr/Xvum+dL4ifVM8A7td+ze62Ho7+L432DgAuLm4TrgROCc4ifkyeNa4lbjbOgC7tjxlvIk8yH1L/iZ+8v+bwK2BhwKuQt2DGkNhQ9hEWYSfBLgErETBBQbE+8QLQ/sDRwMiAl/BkkEQwOYAaP+hfol93L1hPR788LxHfCL7rvsUusN6lfqi+sb7ZjuYu9D8HHwAfCI8PXxl/Qx95r5YPvy/ID+9P4qAGQAkQDKAB0D2wqGFRgaFhZuCskDQQyNGiYm1iS4HN8afR6tIjUhhBtjHTElCipAJvcZHRLSE9MZLxugFXwOCAqBCBAFPv/t+Qf3lvUx83vvU+x86fTm0eJr397e496r37Dezt2W3qPfvN8+32TgEOXV6jnud+/R73vyavbx+VT8Cf/qAy4J9AtADNIL7QwMEXQU0RUuFZ8T5xK/EmESFhFZD5ANHwynCrkIzAXpATT+5/pi+M32+/Sa81XysPDk7hvsaOlI6OTocuoq7O/s5+zi7Tbuou4v737we/P79gv5D/qf+vv7Pv5DANYBSwMBA4sBTgTDCOkVVx3wF28MKQEgBnUZ+yfYKOUfyRc/Gzcg6B+cGgcazyK5K80pQB2TEVMPDha7GjcXmhEDDIEJpgaLAN37HvjV9kb1b/Gl7mvrVOeM5AniOuFq4eXfBt413krgxOKQ4rjg8d/v4pDoM+3k77bxC/Sf9mX59fqx/WQCIAcOC+EMPA0yDw0RtBKcE/oSDBP9EoUS1hHLEMsPqQ7OC6kIkAXVAvgAX/5d+/r4D/d29enyKPCl7Wnsm+tU6mHp4eig6oTs/ewE7XzrFezS7Srw/PL69JD3F/mV+gD8ffw3/TMA4gETBSsE3gLQAUsKfBceHWwbawrCAMYHFBkkKKsptR/oGo8dByKIHzYZTRpmI9EtvyoRHn8Qjg8GFr8YBRZ0DVUJcQjZBVUANvl89UD00PJY7+DqUOdF5Y/je+H/39/e790x3lTfNOHW4gziYOG74WblFutw7vTx6/KW9dX4Gvvd/vcAWAUVCS4L3gzCDa4O/hCLE9sUXha6FU8UqRLgEBcQkg8+DogMkAk+BiwDqf8u/cD6y/io9jz0jPEr7/vsUetF6vLoSemi6T3qgets61/r1evd7AzvkvFT9Bb21fdo+AH5jPkR/LD/0gLjBfEGkwXsAmEBO//1CqQWYx6NHWoMfwL/BVcUTSMmJ5shFh+5IPUhMx3rFzgZOyRZLdUqex/kE+USUhZmFyMTyQyECS8JmQQR/r/2jvKh8QLvx+vL5kTlT+TY4jHgJdwX2drYYtpT3a7gCOLv4sviJuRY5n7qtO3v8SL2kPkK/nn/BAI7BC0I4wyTEPwRwBGxEVsSXxWiFv4WshWLFKsTgBJnEPkMsgo+CfQHMQXLAEz8O/lW9wT2NfNR8DjuH+xW63LpYOdK5q/m5Odl6YfqHuqh6lDsAO7T8FjzCvW/9x76pPs6/fH98f/uARUEZAZaCDsJNAf+BqMEkRByG/kfUB0DDFQERgzCG9Qm5CgAIOkdziEbI6Ae8BnmGQ8jIirrJL4aHhCxECoV1BX2EAwJGQOJAc39Dfn489LvRe5060DoqOPq4G3fet/x3Y3ciNpK2RXbYN0r4CvipuMY5fHnQ+r/7ZLwnfRQ+Ur9GAHTAwEGoAhrDB8PRBIZFIAV8hXaFhsXZhYoF5AWthW/FF0RDA41CyIIigbKA7IAsP1F+iT36POP8K7t6+uW6hHpbecy5lDlc+UI5qvm+OdQ6TzrfOzd7ffvcPFv9Bj3bfok/cz+/P4t/5ABqAWtCEoKUQrcCXIHIweUBDYINRh/HyYkAxnwB5oFoRBBH5MnISc4IVMiZCV8ISEcIRnxG+ckuiXwH+MV2RAqElwSzQ8CCVQC2/0Z/F35efW98dfsL+jI5BPifuAR4KzfP9/h3UDcPtqR2Zjb29+Z4wrmsecq6Ovr5+/g85L3mfre/twCsAZqCBcK/gxaEd4VKxgZGA4XMBZ9FuMWtRUzFe0T3xKBEQMOWwlEBW0BCP/1/LH5wfZ/857w4e1I61norubL5V7lBuVu5OfjkeR+5m7om+oB7IDtQ++h8lP17ffh+Xr7JP5bAGUDbgXrBuAJ0QpxCc0KjAnpCEEImAYaCIoT3yACI34dEQxFApsJbhhqI+klriOTIJcjWCKlGyMYmxldIHckgR8pFiAPcg+yEngR5AvfArP7/Pc99g/0sfBN7XHpp+WB4r3fWN3Y3c7e696M3fvbX9pJ3Grh8+SV6EjqkOui7U/xcfXG+Tj/NAPEBqIIEworDFwPdBRsGO4ZrhkOGAYXWxcKF7cVKBThEq4Ruw97C3wGHgJv/7X9pPqS9lny7e6l7O3qyugj51blJuTx4oPhd+H34ePjWeYO6U3rP+0I74rwQfM+97f6N/5tAEUCxATLBioJhgkJC9AL1guCDDsMgg2+C7IJegZZBIMPAxl/HRcdmA38BqkLyBJPHREgvx6NH3AjFiN8H5wbdxnkHSUg/R3AFukQVxFUEwEUjQ3YAkf6gPU19J/yV+806zPoveXL4UPeyNlV2OXZpNpC23ja3Nnq2yzgZ+SI50bpjer/7Jjxofag/FwClAelCxcNyg19DuYR0RZdG9cd0R04HQUccxpRGNAVFhQ3E4ERCQ43CXEEyACx/RT7IPdw8vPtcOnN5lzlFuXB5OHj4uJE4VrgTeCV4H/iz+Vs6eDsqu988qv0XPgb+6/84v7s/+oC/AXtCBAMlgzGDQEOQQueChIKTwkKCfMGEQQPBxYTtBvqHxwbOwxdCVwOoxX0HkkgISBDJEMnWyYcIxgfsh0XIBceqhhdEyMPWBETEm4PpQmWAHD5Y/QE75HqCOft4lnh698J3kfdYtuR2dXXcNWt1IPVu9iX3dzieueK6tbsbu7X8H315/pRAXIH1QsFEF4T9hUhGDAawRskHskfNx/UHuAcrxswGwsZZRZAErUNJwmpBJUAjvwy+TP2YfIP7sbp1uQh4gvhYOBV4bHgqt8I3/Dd7N5i4fjkmOmY7dXwtvLl88v2Vfps/xQE+QXsBu0GBgjyCYcL5wykDUsOgg6JDDELiQh1BF8BDv5XAQMN/hfGHEEZzw4bC40Q+BUiGYwYkhd9HKQkISgtJ0wl8iJgIVUdRxVXDqwLKg7YEMkPhQsoA7P7n/bg8Mbr++Vb4NTcNNzg3BLdM91Z27HZEdk72KfYQdpx3Znhw+Xd6Z7tsfLQ+Av/3APJBgoJigtvD6UTWBdyGqIdfSDzISUhUx/VHCMb/RmnFpsSCA8vDP8JtAf0AnL9fvin83XvIey26KPlbOOL4cDgo+Bp4UXhneCV4Ebgo+Fj5FDoT+2i8nT37/kN/M79g/8OA1wGqQc7CTML3QvTDfMO9Q3WDZ4NogsQCBwFvgP8Adb/Sf0f+QD/Iw02E2IY3hOSCfQOwRSzF/QagRbvFa8dsCM5KdApIiktKL4jtR8oF5sPoA0IDMcKzgmZBOj+2vqn9RLxz+tg5PPdP9iv1XrVvtTC1mPXTtfM2TPa5tot3jvgB+Pt5lzp3+209Kj79AP8CbUNORHKE3IX5xqLHNgdvR6ZH7wgVCASH6IdKRzkGcAVBxCtCc4EhgF9/p76BfYb8R3tnerX56Pk8eF830je+N5n33TfH+Gr4vLkGej/6TLtP/Fy9Yr5T/yj/kgBZARhB58KTgyHDFcNkg3ADswPjw5mC7wHaAUuBK4C1gEG/1f9CfwM+Oj3TvwIBqwPhBSHEW0NlxCJFnQc1B0tGrcZXh9QJTcprCm/Jx4nMyb+IRQbThRADkUK8wUcAMT6Q/bd8z7yjO996uzjxtxB10jUC9MV0lbRVtJD1PXXqtzf4I7kwugB7JXtsPAl9Ob4MwCdBkUMFRKtFu4anB75IOQixyOIIzEifR8EHYYbRhkjF7sUIBBEDDMIpwLB/Rn45PHO7ADoweQc41LhGOBz3QjcrNyx3dXg/+Hy4TbjrOSQ6OrtpvIk9zn70f4nAlcFlwcpCSkKeQuYDPANog+LDxMQOA9LDUALmAdiAyAAwP4Q/wb+w/rS9qDyfviKAdUI4w42DG8LbBH3F/AdMh+4G/wb6B8qJTQoAyi5JrEm4ybOJDMgyBksFdwQ1At/BMv7YvUd8WTv3+xz51Xhltw/2n3ZXdj11GjRRtB+0YvUQNgi277es+O16HDtsPGW9eH6QQFQB+oMQhHwFD4Ydht3HqwgiiKyIyQkCiTAIkMgCx09GWcVuRHIDRkJ6AOS/l35afVm8QfubOqy5gXk1+Cc3njcHtvk21LeBeGO44nl3eY26XfswO9R82r3+/ot//MCNQUaB6sImgqFDPMN1Q7PDq0P7A9MDzENEQnjBXkCfQC4/7H9X/sS+aD19fRZ+Zz+vgQqCQ4JXAtaEXMWZRyeHWIbPx3tH+0jCCe/JesjDiMPIlchfh+4G7wXvhJ2DJwFuf6O+MPzPu8w6rzlBeHB3cfb5Nkf2c7Xh9ar1RDVhdV61yva0N044rDmpOxE8gn4pv04Aj4HEgw2EB4UnBf+GVQc9x3vHkUgZSHBITohvR/iHFgaSBc6Ex8P/AkABXwA0fv891H0jfDb7cjq7Od05XHiUOAU397e5d+D4WXj3OX75zrqnOx+7mzxYvSc9yP7Kf5tASwEhgb7CKUKMAxNDXsNIg7iDdwMRAucCB8HSgbaBGMDqgAR/kr9aPsB+sz51Pmj/UEBzwLGBRgIDg0/ExMWUxgRGt4caSG+IxIjriBAHs8d0x3fHHkaUBbHEmUP9wtqCHEDUv4x+Qn0PO9W6nvlhOFV3lrcHttA2i3aRtoF23jctt3B3yniEeU/6YDtO/LV9rv63/4jA3QHBAzjD/0S1RX7FwgaghtbHO4czxyxHCEcEht1GT4X/BMfEM4LWQd2A/v/wPwJ+X31zvHj7jTtpeu/6aXnOuWe47jjXuTA5dPmj+db6Mnp1et47pLxRfQA9175ZfxN/0QC9gRWBv0HLgkUCqwKdArxCX0J4QgICMQG2wTyA+IC4gFqAUP/lP4H/4j/2wHDAroCCASrBfYITQ3YD2oSxBRWF88azRzHHdcddB2jHTAd8xoPGMcT6A8YDcgJ8AZ2A9T/jfzn+DX1Q/Gl7VbrUOlW59DkjuHB3yvfut/P4Cfh0OE84+Tlf+kQ7RjwAvOj9VH5pv26AfwFhAi5CoENWRDGE1AWpRelGI4ZgRrsGkMaMBkpGMYWDxXJEZwNmwlMBW0Be/2g+dD20/RK87XxtO9c7b7rteoi6qnprei15xHnJOep54LoVOm56r3sUu958qz11fgH/FT/LwL4BEUH0whHCjILgguJC/QKCQoWCYsHQQVkA98BAgLTAnAC1QEsANAAqANbBjMI6AZJBekFrAhnDH8ODw66DW8P9RL9FqcYnRdIFqIVYBZHF40VjRLaDoQLvgkQB28Djf/1+5n5pvfh9G3xBu5N66vpXejh5nHlMOSc47/jieTT5ULnAOnN6gPtt+/F8uz1E/lL/Kj/DgMZBq0IngrUDAsPbBGYE8kU9xXCFnMXBxgGGI0X1xY2FQ8TbxA0DaQKoQduBPQAO/02+tL3l/VL88/wke5M7XTs1ev66gzqXukK6f7oJ+mk6bXqM+zE7Y3vmvFJ9DL3Mvr7/Iv/aQI7BZIH4AjpCHAIHghfCMcIPQj0BhcFwgMAA7cCVQIEAmsCzwIABHsENQWoBkwIgQrAC3IMCA0CDoUPpRDfEHsQdBAdEVISFRPCEhsSQxGPEJkPlg09C9cIAAc6BcECgP+r+0j4pPVm8wXxm+5E7IHqMOn+59jmveWX5fXlEOeO6AXq4Oux7a7v0vEd9Jn2g/lm/Fn/GQJABE0GEgjwCVEMcw6hEGISFxO2E8ITERSCFNMUthTxE58S0BDZDicMgwlEBj4DlQDK/XT7y/gq9vzzNPLm8Ofvl+5W7SHsKesD6x7rneti7NDseu1w7svvBvJm9MX2vvhC+tf7jP11/1cB/wKBBLsFhgbiBswGrQbbBqMG0QVqBP8C1QIsA8sD4gOZA74ECAcpCqMMlg3jDcYOgxB4EkMTexKIERERtRFEEoMRyw/WDbYMnQxvDGMLhglHB34FXAQ1A5kBJv8X/CH5nfaX9NXyEvEN7x/tUuvx6RDpsOjY6FXpMOop61Dsne0g7wPxEfN49QL4iPrv/P3+2ACnApkEtgbXCIcKEwxSDZ8OAhAyESMSihIFEyQTVxPWEosRyg+YDekL2AnSByUFOgKd/y/9M/sa+QP3rfSV8tbwZO9O7lLtSuyE6wbrD+vB64fsa+0h7tXuHfDJ8fHz8fVt98j4GPrn+xT+XwBgAhIElwXjBv4HkQilCEII/wfaB1sHaAbcBG8DIQPaAygFRgavBj8HXghVCoQMDA71DnsPahCMEWISURKYEeYQcRBJEIAPMg6lDHILyQoFCscI2gbMBAcDjQH1//n9evv/+Nr22fQO8xjxPu+v7WrsbuuX6hDqDeqQ6kDrIewL7VHuFPD/8f7zyvWR97j5EfyK/uAA5gLZBOcG/AgUC+sMhA73Dx8ROBLYEjMTRBMiE9sSRRJIEcsPDw77C7UJKAd4BMwBXP8X/br6N/iV9TTzTvEV8Drvke7n7Tbt5Ozk7FTtA+7M7q/vmfCJ8WvybvO59E/2+/eB+cn6CvyQ/U//HgGqAsoDrwRKBZ0FrAVwBSYF9QSlBPoD5ALQAUIBdgEXAo4C6gKHA90E2wb2CK4KHgy2DaEPjRHREicT2hKYEqcSuhJ4Ep8RkRCoD9gO4g1jDIwKswg0B84FGgTRAQ7/P/zW+cT3hfUK81Hw9+1q7IDrzOoE6lPpJOm86bzqyeuX7F7toe5f8KHy5fQM9xH5Avsm/V//2AFIBJQGsAiACkIMFA7bD3sR9hIiFBwVtBWiFQAV5hOqEkYRjQ8oDUAKJgdMBMwBPP9z/G35mPZA9Hfy7/Cb733u0O2b7b7tDe5c7rzuTe8T8Pjw1/GA8gHztfO69Oj1JPc0+En5ovpB/OH9Y/+7APoB/QLNA08EhgTyBCQF5AQRBLICjwFCAa0BNQJmAjMCVwKVA8YFLggCCkQLWwzxDfQPqBF8EoMSVhJ7EgwTYhPjEokR/A+lDrkN/AzpC3wK1ggcB3QFwQMAAg4Azf1G+534OfZd9NLyWPGq79jtfeza68rr+OsN7BnskuyN7eTuM/A78Ujyo/N39ar34Pno+8T9y//5AUgElQatCLkKpwyADhEQUBE3EvgSohMbFEAU4xMCE7YRORB/Do4MJgpTB0wELgFX/sn7ZfkZ9xz1c/M68m3xg/Bq723u5O3t7SPuA+7Q7a7tKe4670bwOvEm8ljz0/RS9pb3yPg6+jH8RP4EADEBDQI9A74EIQYRBzgHDwcIB+gGfwanBZ4EyAM7A90CmQJbAnQC9AKxA4kEnAX9Bp4IVQqsC4wMhw29DiAQQBFiEbUQChDhDycQQBBED5YN5wvdCkUKLglYBx8FRwM4AjMBZf/T/CH6IPiY9tL0jfIe8GXuoe0n7UbsJOug6kTrz+wt7u7ule/18CTzi/VE92L44fky/Cb/6wH6A5kFhgcHCtYMLg/nEC4SPBOCFKoVHxbxFR8V3ROEEroQgg4QDGkJuQbRA5cAcP1J+o73EPVb8uvvsu3s69Lq3ekV6ZXoZ+jQ6J3pX+oq6wvsLe2h7jDw2fGX86H11fcQ+kz8ov4BAUgDWAUyB/MIeQqtCy0M+QuWCzoL7QpsClcJ9QdoBpkEwALtAHb/Fv9p/2v/MP9I/4IAlgNNB+wJFwudC+UMmw+MEh8UzxNhEokR9BHGEqsSDhHSDjYNmAyGDLYLwwkWB3sEggKZAEX+XPvP90b0MPFZ7v7r9elT6Dnnk+ad5kXnWujB6Ybrdu2k79nx3fPS9c73Q/rd/GT/xAEbBKAGWgmJDMwPnRIMFfoWYxiXGXMaphrfGVQYehZeFDYSARApDcUJFQZeAuf+kfs5+I30tfBb7anqVOiJ5gblEuTr4wjkeOQq5SHmweet6Xbr7OxW7i3wbfIX9af33Pkc/Jj+hQF4BNIG7AihChEMqw2XDr8Ojw7EDegMJAwkCx8KlQgMBl0DFwG7/zL/of29+mP3y/UZ+LP7Kv4U/8z+SQHHB7UOIBO7E/ERpBEBFOwWRhgpFskS9xBDEfQSphNdElcQvw73DTUN6gqMB68Dof+b+yT3ZfJD7mzriun45wrmcuQ+5IflxueR6VzqtOqg63ftwu+68RPzUfQP9sf4Tfzs/3EDDQfGCtoOeRKSFRQY4xmsG+UcJR1dHDQbihmqF6EVCxNwEMANHgtLCLsE+QBX/aj5HfZE8uHtXem+5VPj++GE4R/hHOHm4YvjxOXY52Hp0+qB7GfuVfA28h30S/ZI+ar86f8sA3IGWQlEDGQOMQ+aDwwPTQ6pDSEMiQrOCPcGAAYnBf0DbgKU/6f8o/pG+Yv4CvcX9ObxnvL99mP9QAI3BGoFvQhuD8UWPRqBGRAXBhZeGI4bhhyVG3IZghibGRAaKBmJFrUSXA+2C7kG7wDl+pr2yfOJ8MDsJOiG5L3jJORK5HnjeuGL4G/hSONn5cDm4+f86R7tHfE29VX5xP0RAgUGbwlSDE8PehJIFV8XphgGGoUbAh01HmMe4h39HHobLBkuFpESCA8/CyAHzAIx/v/5RPZ78u7uOuvE51Xlx+IR4brf295234/gBuKO49HkveZU6SPsBO9H8Ynz1vV0+Jr7vP6zAW8ENAbJB3YJMQtTDZcO+Q5zDiQNBQxCC2oKUQlrBzUFLAOBATwAr/3r+r34Yfch9wD1g/LJ8bH0YvxzA6gGUQexBwkMahMUGOoY5BUQEw0VHhkUHU8fph7MHqgfcR/gHZgZ3hTiEGkMQAf5ABz71PcY9rr0AvIX7ZDoY+WM47/iz+Bp3u3c3NwS33bileXP6Nvrr+6M8drzX/Y9+e38DQGiBPkHrQv4D+AUShlPHLwd7R0AHh8eBx66HZAcOhr7F6EVsROfETEOCwpJBWsAGPw89/PxLu0O6ZLmseSc4nzg6d7d3q7gmeKQ4+3jXOQx5vTotevA7dvvgPIv9gD6Dv2P/9gBjwRHB40JvArQCv4K0gvjDPYN0g1gDI0KmggZByAGaQRGAur/+Pzb+jL5Hfea9VP0aPRU9Tf0RPMe8s30vf0uBhsMtw19DL4PghYbHBMfWhwqGQwaAB1yISQkpyNgIwQiXh92HAMWpRBFDD0HWwON/bj3JfVU88ry5PDX6oPlzeDj3XXdEty62vraw9uL3/Hjt+dX7GLvSPI39ef23flB/bUAAgbICZ8N1xE9FW4ZwhxCHrgeFB7fHSweWR1YHP0aJhljGAoW9BEsDXsHLQNa/9T6KfY58U/ttuuc6lPpeefl5Ejj6OJj4mziZuLT4sPk9eYT6WPrh+2M8Irz9PXf93H5rvvZ/koCvAS0BrcH6QgHCpwKjAr9CQIJtAhxCOEHLAfOBcUDBQKZ/7P8Nvqo96T2MvaJ9bX0ZfX59Q/43vcU92T31PurBNQLixAlEOgPVxOZGUge7B8JHagbnRzpH48jSiREI30hPh46Gn0VlA4mC4cHEwXqAVD89/Zz8wfxnO8m7E7mPOHh3P/b5Nz63WzfrOCx4efj9OVt6NfrO+4m8Tj0z/Yp+1AA4gWiDEIRCxQBFnAWrhhhG5UcJR0uHOYaCBu4GlsavRmkF4EV2hHmDLkISwSyAMn9k/m69Q/y4O6W7Vns6+oq6S3mT+Ty4yzkm+Up5jTmSudi6G/qtuww7oLwwPJd9Rj4svmO+339FgC7Au4EcAVwBn4H8gh/CnAJwAdBBQwECQN2AgsBVACu/8b/uf7e/eH82fuS+zb50PlN+S76sPru+g3+CgmuEHQXNhXMCncJ4QkdEpMZExpbGHUanBvRIiolciF7H/YX0xNcDwkJuwZgB6EIjwvrBnz/rfjR8S7xoe7S6ULltd+K3nvhouMX5vrmy+Sa5E/jTuMQ5mDpHe9/9Gv44vsB/z8C4QZRCpEMdA57D3MRmBTpFxUbpR1OHhwdwRrRF7wVFhWjFH4T6hBbDTYKrQeBBdQCFf+k+tz2TPPa8KXvk+407lbtS+sl6R/nteXm5UrmVOd26Gzp0Ops7Ibu+/Ay8+30rvYg+Pf5Ifwo/igAVgKaA28EdQSaA3sDAAPVAokCHAG9/zn/IP7M/tz+qv39/R78Dfy/+1b7lvys/TT9qv51/qoBowqzDfAR6A4eCSALtw9OFWMcUBx7HGIgGCC2Ipsg9hzWG44Z2Rb5EzwOQgyBDN8LswyCBu3+3vdM8VTvMO7+6qLoNuXL4qPjfOJu4vXh1uAd4iTjquQU51XqGe9v9Lz4fvsQ/Ub/6wJSBycMwA/YEmoVCBcLGA0YHxikGO0YSRnbGAgYjhc0FhoUNRE0DfUIJwV7AfL+7vwj+/j4lvZ/9N7xte+K7EfpAOdY5Rflh+U+5oTnw+hh6Tbqsera6yvuQPDg8pH1G/is+vL8Vv5X/xkAvgCTAXwCwgO6BFMFXQUaBE8CMwGKACUBMwLrAZkBFQH+/xEA7f5+/jv/k/0x/L770fzrBbcOTA9pDA8C9/xmBNkLdBP3GAoXpRnxHCwafRkTFlMU5BdQGNoVYBPtDhcPLRGCDiYKFQEd+QX3Rfd/+BT4iPNh7z3stujy5nzk9ePb5trpheyq7BTrpOs07nbyg/We9oP36Pn6/sgE2Ah+C9cMrg1JD1UPcg+hEAES9BSaFsQVphRVEuoQxRAEDzkN0QptB1MGwwQ+A7IBSf48+034RvVf86zxA/Ce79LtNeyV6r7o/ego6rfrvO2V7pfusO9q8JryR/XM9uL4Q/ra+k/7gfvG+xX+IQA3AVYBu/+h/jX+h/6D/kX/kf8FADcAT/9a/vb8lf3X/nQAqwEyAXAAuQCEAQEBqwLBBAcJHA/lDqgKfQapBR8LXBTAF/QXzBbeFLIVMRWoErcQIBGNEbISjhB0DCgJgQa7BfcDJQGs/fj6SfqI+kP5c/bF8tfvE+/O7k/uz+0v7vLv1fEG85Hy7/HW8n/0KPfk+an70v1gAEICUgSRBU0GbwfqCJsKjgu5DJcMagwWDZ4MiwyBDLsKmgkrCWgH3QcAB20EMgPy/7r9s/yd+sD5a/nd9xT3vfVd8+Xy7PHH8dDyxPON9CL1/vTB9H722/eE+c76//os+3H7Nfsx+x78sPyG/U/9hvwl/Lf7QPzZ+337D/tM+jL6dvqh+kj78/tk+w/8f/tb+8D8Xf2w/8MBGAEnAa4BQgIiBroGUwQABSoGHQyAE+4SzA7wCT8G4gpvENASSRTBEaIPJQ4iC+gHOAd7CLoLoA1GC+IGAwP6AagCsgNnApIAW//m/gj/X/6z/DL7mfp2+gr7mfrV+YT5mvlz+ub6K/rr+MT41vm4+579v/33/Lf8Zfz0/PH9Qv6o/lX/Q/8L/7v+Zv0e/RX+AP/R//D/Zv7t/W3+JP56/vD9If2A/VL95fxI/bj9Lf8OAFT/Ef+D/tz/7gF+AvcCUgK3ATICUwLcAacBXQAFANH/fv7W/fX73vrY+if6svmr+MX2yPUA9Wn0FPWP9er1Evb59HD0JvTs9J/2QPh0+nb8wf1o/oj+lf6a/0MCcQWsB8YJYgktCMsJ3Qm2CXwLFQlGC0MRfxAeEFALAALvA60HYwkCD5gMmQhECYIETAHNAjIDSQhnDTwMugghBX4BPgIjBsAHfgkaCecG1wUQBXQDYQIsAtUBNwMjA6gAvP5x/Bv8F/2N/Ej77vmn+Lj4GPmY98j18vON8gjz6/MA9Cn0AvR+84zzefMe8yn0QPVt9u73dPjx+Nv5yPpY/Pr++wDZAgAEIAR0BQMHagijCY4JLAncCVMKTAvqCwkLMgptCO0GIwY9BUIEuAIzAPj9A/wP+sL4ZPdk9sT1j/TU8izx7u8V8LvwIPEn8VzxYfI/9A32UPYy9s72kvjs+5r+S/+U/4IA9AEfBLwFnwWgBp4IcwrBDGANvAzoC/QK9wr9CfEIcwfXBKEGhgpIDKcNrQjaACAA2AGyBscNjQ0hCx8KrwYqBg8I1QiGDI8QrBCrDr4K/QUwBbIHhwkbC90JNQa4A28By/8S/z/+Ev0G/P75fPeB9c3z0vIV8g7xre9s7o3tfO3S7SPuoO0I7RLtPO5C8LvxkfIc81v0b/aq+NP61Pz6/osBggPkBBYG2AY0CO0JawtSDWMOsw4aD/UOPQ8wD8EN/gs/CuQIeAhRB0sFMQODAN3+rv0H/M36CPnl9oz1/vOM8u3xJfFY8QXyRfJF8rTxwvEo8i3zifR09Qz3nvjk+fH6WPse/F39Of/cAXQDlAQcBeQDbgQgBcsFMgiYCGcIjAiVBjYGkQbFBQsHvQZQBwMLQwzfDAQLmQUwBY8IqAw3Et0SzA+aDvYM0wtXDZENng67EVERYQ8aDC8HnAWSBiIINgmnB5MDNf+J+wT5iPdn9rn17PS+89bxze4S7Hbqren/6VPqPeqU6vLqC+tO62jrU+yC7ifx5/Ml9vj33vmd+yj9Dv9CAV0E8Qd8CigM9ww7DWUO0g8tEXoSmBIzEpkRoRAdECYP2Q1+DJwK2QjFBqUErwL5ADD/2Pw1+sv31/Xe9A/02vIA8uLwAfCg7/fuuu597yrwifGy8o7y4PIo8230wPbM+FT6Jfsh/Jz9Ff+vANIByQIlBOkECgUfBa4EAAWuBtQH9AhgCAYFJAQiBn4KIxHyD6YKkgW4AgYISw+WEocTLhIpD0IOFAzECbULdA+oE+EVMxLIC3YGHwTiBY8ItAnRB+UDcQBS/YH7w/kg+BD3sfZ89TLzpvDi7Tjteu0h7X/seeud6lzrUewB7Zzt5+3j7qHwS/O49Qn4xfnX+mv8If4kAKYCFgVvB/YJlwt+DFANpQ3XDooQKxG4EScR6g+OD+wO4g0EDU4LaAlRCIUGOgQUAir/y/xb+0T5bff99Yf0K/Sn81Ty3PBm79Xuh+8t8OzwmvGY8WLyBvPP83/1DffU+Iz64fvx/C/+HP8mAHkBoQKFAygEoASNBFYF/gQXBdEFdwXXBHQEkQOrBhsMKQ3VDP8GKQHSAzkJsw8EFeoS0g9wDgsMbAz/DXMPcBOQFsUVUhL4CycHjgYYCR8MFwzrCBYE4P9S/az61vf59b30EPXS9NzxJ+416g/oZ+gP6Z3ptOls6YPpN+qS6g/r+uuY7dbwhfSK9zr50/mS+ob8uf/eAp0F/weMCZEL7Ay+De8OIRDDESQTpBP/Ei0SDxEtEMIPBQ9kDj4NTwvnCCUGyQPSAWgAp/6z/J76Rfin9iH1svOv8sfx4vCP8PHvke/u7zPwC/Gu8cTxA/KK8lXz6fSE9tD3bvmJ+uv7N/3+/fP+vP+wADgC7gI1A6IDhQO3BKAF6gR/BBkFtAfHDGwP/gy0CHgEhgWQC0URaRQcFNwRDxDLDm8NvQ2sD1cTbxa+Fc4RIAzzB4YHggmDC28LgwjdA7n/sfxn+tj4rffb9hH2SfSa8LjsDeow6TXq7eqn6iDq4+kl6g/rx+s57LLtXu+Y8Yv0pPYO+Y/7bv3I/xcC5QMnBnsIYwqzDDwOCQ/YD34QfxGjEkcTFBNBEiMR4w+eDkINjgvmCYAIwgawBB4CK//e/Fn75vl/+JP2RvS/8nXxfvDv72zvUu+f7/bvO/Cq8DfxCPIT8w30D/UY9jj3qfhl+vz7r/3G/oH/WwCwACwBzwGtAqoD/ARqBfIE3QQqBGQDjQIvAlgDtQerDIsNUwtLBckAVQPSCMMOqhJzEQAP1w2YC3oK/ApUDNEQ9xSUFNgQfwqqBbIFcgjqCv4KDAjSA5oA2f2K+3T5Gvie92D39fXG8nHvAe2x7Ivt7u2H7VDsgOvN66Hs6e1l7+bwtvLK9Db2e/dU+VT7SP4/AWADIAXqBroIawpeDE8Nkg5GEBwRxRHHEfEQtRDPEBsQnw9cDpEMIgsoCdcGtAR5ApIACv9I/S/7rPgw9tfzOPJn8Y/w6+8b7/7tVe1J7Zvtpu7g76HwqfE98kbznPR59rL4h/qt/N/9Bf9dAHMB5gKfBCsGZwd/CGYIDwh3CK0IJwnaCOEHFwc0CQsMxQ00Dv8JTQaKBcAG+wkmDXYNQw13DakLIApxCMcGRwgeC34MDAzwCN4ErAJ1ArACrQJOAf3+IP1j+6D5rPey9WD07PNa8zjyYPB67g3uiO5A78vvQO/f7n7vofBT8vrzNfWU9on4c/pz/GP+9v8UAp8E8wb2CG4KLwszDHINeQ6gD3MQ3BBSEW0R9BBfEF8PLg4sDeMLYArUCOUG7gT7AsQAl/5g/GT6k/jf9hn1EPNz8QDw+u5l7tPtqe3R7RTuQu567s3uve948VvzdPU996X4N/rB+1b9Lv8DAcgCDAX7BloIfQmuCSkKZgt9DFYNjA3uDGgMhAz7CwELBwo8CdoJLwuBCzkKIAgABk4FAwYvBrkFsQSMA3gDrgOoAwoDMAJ1AbEA0/9h/in9f/zY/FD9Yv2a/P/6qPmF+Cf4Hvj698X3L/eS9j72FvZS9tP2Ofew9xz4Hfhk+ND4k/kK+3D8l/1e/uD+b/+ZAO0BGAMtBKIEBAWwBT0G5gakBwIIYgi3CEsIwwccB3UGiQbEBpAGCwYhBe8DMQN1ApIBwQACAFP/1/5C/kH9Wfym+zv7OPtf+yv7A/vd+qn6rvql+pP6q/o9+/z7xPxb/Wj9Rf1Y/Yf9/v3O/nP/JgCsAMUAtACQAHcAkgDnAFgBzQEqAloCMwIWAt0BjQFUAe8AwADiAEYBzgFcApsChQIvAmsBzwBqAH0AGwGvARUC5AFQAakAKQAEAPb/8v8DAAMA5P+G/9n+RP4s/nz+/v4r/97+Sv7f/ff9P/63/uH+0f7h/j3/xv9IAKAAmgDXAE0ByAEqAkoCSQKSAiQDgQOLAyMDjQJZApECvAKwAgwCEwFQAL7/eP8k/5z+7/1v/fH8lvxD/LD7RPv++tj6yPrr+tn6E/uS+xf8zvxk/cH9GP6t/jv/KgAVAd4BxgKXA4QEXQULBlYGSgYgBvIFAQYhBhkG1gU1BWMEkgPCAv0BQAFkAFX/Nv7s/Nn7Hvur+nz6Kvqg+eX4Ufgo+Kf4iPmF+kH7j/ur+8L7RPxP/fb+xQB4ArgDUQSBBI4EwQQ5BQoGwQY3B1IHEweyBloG9AWHBfIEKARXA2UCwwEsAa0AEAAr/yr+G/1X/Kj7S/sE+676ZPoM+r35l/m6+fn5SvqS+rT6yPoU+5f7Rfwj/eP9hf4Q/5D/AACbAFoBEAK0AhsDVQOjAzEEywRpBbwFzAWpBXUFSwU/BVoFfQWNBSQFawSCA4oC5wF4AfIAYACH/3j+fv20/Az8evvi+gz6Qvmc+C34EvhT+Nn4dPkI+jL6N/pd+hL7kfxK/goAIwHZAZoCpAMGBZEG5QfeCLQJPAqLCncKJwqWCSQJvQgwCEIH5AVGBLgCqwGsAJv/F/5N/KL6YPmB+Mj3K/fX9vP2YPcE+EP4Q/hS+MP42Pls+xX9e/6+/9UA7wH5AtMDcAQKBcUFXAarBlEGbAWLBPEDrwNrA50CUQHY/4n+kP29/Nj77voj+n/5EfmZ+Ej4M/iY+H35XPos+4P7wftL/Gj9+P67AEYCSQM7BAEF2gWyBm0HDQimCCkJVwkfCaEI/QeZB20HKgeoBqoFXgTdAo0BbAB0/5/+x/32/Cz8fPvI+if6svli+U75V/lm+Wz5kPnj+WL6Fvu5+2H8/fyk/VP+/P6h/yEAqAAhAY4B/gFRAp0CxwLXAtICtwKBAisCxAFNAQMBxACOAGoASAA3ADoALAD6/7P/fv92/7X/IQCRAOUAHQFUAY8B+gFZApwCsgKrAnwCSQIhAu4B4AHrAe4BwwFkAakA1v8U/2f+yv0//aD8C/yi+1/7P/s3+zP7C/sK+wv7PPuv+zf81/xs/Q/+n/5A//3/0ADVAdECrQM2BHcEpgTXBEMFvwUrBmUGTgYLBpIFFgWlBDUExwM+A5kCvgHbAPj/Mf+V/v79Zf2p/Pr7aPsb+/768/rb+rv6svrB+gv7efsO/LT8Vv3V/Tv+mv4c/9n/yACtAWICzwIMAzgDZgOpA8MD7QPlA9ADpQNJA9sCRwK+ASsBmQD4/0b/mP4G/pf9E/2A/Nv7TPsc+zP7jvvY+x38WPyK/Pb8cf0O/rn+gv9DAAIBvgFVAgIDlQNRBNwEOQV9BVAFRwUVBdUEewTfAwoDIQJNAXYAtv/Q/rz9jfxh+1/6oflQ+VP5Yvmw+cz57flJ+s36w/v4/GX+uP/zAB8CTwO4BEUGywcICewJdwq0CusK7QrXCn8KyQnSCHIH/gVlBOACZAHF/wL+BvwG+jX4y/bF9SH1mvQY9LfzbPOE8/fzyPTn9TP3n/gM+nP75Pxi/vr/rQFDA7sE9gX/BtsHiQj2CCMJJAn5CM0IfAj+By8HMwYHBcwDuQKxAcQA5P8F/xL+Jf08/G371fqD+m76afp++ob6r/oa+6r7bfwY/az9Iv6P/iD/wP+NADkB0AEmAlUCcwKFAs4C/wJHA0cDBgOVAuIBXAHjAK4AhgBMAPD/ZP/w/ob+Xf5P/kr+TP49/i7+If4z/lX+nP4B/13/zP8zAIsA6AAwAXQBjwGfAagBrAHNAekB9QHcAa4BbgE+ASMBAAHiAJ8AUQD4/5D/RP/4/uD+0v7H/sn+uP6z/sb+6P4A/xr/Fv8N/xT/Ov+A/9P/JgBbAHUAdwBtAF4AaABwAHoAggBcADAA7v/A/6j/ov+t/5f/if9v/1f/TP9I/0r/Uv9p/27/h/+W/6f/yf/b/wIAKwBoAKoA5wAfATsBPwE1ASYBGgEqATgBTwFXAUQBGwHZAJsAYwBIADEAIwAAAMj/iv9J/yX//P7r/sX+oP6E/nL+bf5q/nz+gv6h/rj+0/72/iP/X/+k//L/MQBlAIYAoQC7AOgAFQFDAWcBhQGgAbgB0gHUAdABuQGVAWYBKQHjAIcANwDe/4r/Rv/5/rr+eP45/vr9w/2g/Yf9kf2k/cf96/0F/ir+VP6t/h7/t/9XAOoAcwHbAUIClQLpAjcDdwOfA7ADnwN8A1QDJQPvAqICPAKyARgBawDb/1H/3/54/vb9dv3q/Hf8HPz1+/T7EPw4/FP8b/yG/L78F/2W/S7+vv5Q/9H/UwDiAH4BHQK0Aj0DnAPQA98DzQOtA44DZwMvA9gCXALDARwBeADX/zL/if7c/UT9wPxG/M/7X/v/+sf60voB+2P74fuA/D/9JP4r/0cAeQGuAukDAwUABsIGVQfABxAIMggWCKsH5gb6BeME0AO8AokBPwDV/lT90ftp+iL5FvhK97r2aPY99lX2rvZT90P4Zvms+gH8Xv3B/i8AogETA3gEuQXNBrYHXgjJCPII3wiICP8HNgc0BhQF0wOaAmEBOAAn/yz+Vv2c/An8lvs5+wD72frP+tf6BftP+7j7WPwA/cz9if5B/+//iQAkAaQBEQJRAnMCcgJYAi8C7QGeAT8B5ACPADgA6/+k/27/TP89/y7/IP8f/yj/TP+J/8n/CQBFAIIA2gBEAa4BCQJDAmYCgwKSApoCewI8AtwBXQHNACwAjf/y/nj+Ef69/XP9Jv3u/Nv86vwZ/UH9T/1D/Tf9M/1P/Y790/0w/oL+5v5V/9f/bwANAbQBTALLAh8DVANsA3YDcgNSAyED3AKNAj4C5gGNATIBzQBYAOL/af/y/o7+NP7p/bL9h/12/X79r/0G/nH+6f5Q/7D/AABTAKEA7wAwAVoBewGEAYwBmgGoAbsBzwHWAccBowFqASAB2ACHADUA0P9d/+j+cv4b/t/9w/2//cr93P0P/l7+w/5A/7r/KACMAM4A8AAEAQkBDAEAAeIAqQBlACIA+P/q/+f/3f+o/1//D//Z/tL+2P7i/tz+wv6o/qb+zv4X/4X/8v9HAIMAowC4AN0AEwFLAW4BWQEWAbsAaQA6AB8ADADo/6n/Yf8a/+7+7f4D/xL/IP8T/xL/K/9h/8v/PwC1AAoBRQGCAdIBPQKjAugCAQPjAqgCXQIaAuABlQE7AbgAJgCW/yH/xf6V/nf+S/4j/ub9yP3O/ej9If5H/ln+Yf5o/pH+2f4z/4v/x//p/wMAGAA0AFgAagBqAFcAKwD6/9H/wP/C/9n/7f/9/xIAJQBIAH0AuwD4ACUBLQE2ATsBTAFkAWMBZQFTATABDwHhALUAkgBPAAEApP8m/67+NP7R/Zv9fP1p/Wn9cv2j/f/9f/4v/+X/oQBaAQsCvwJoA/oDZgSjBKsEegQQBHYDswLdAe0A7f/j/rr9o/yX+6L66flP+d/4jvhM+ET4i/gs+TP6afvC/ET+1f+TAYMDcQVbB+QIAwrZCmELwAvOC3gLsgqDCf8HSQaBBLEC1QDn/uj85vr1+CT3lPVg9Ibz/fKq8pHy2PKR8+P0ufbS+BP7NP0v/zMBKAMQBbYG1wd8CKoIiAhXCBgI5we+B4oHXQcpBwQH/wYLBwIHvwb7Ba0E5QK5AHn+R/wy+iv4Pval9JzzbvMZ9ID1c/ek+fD7Kv5UAFgCEgRfBSwGewZZBvIFRgWhBAMEbAPzAnUCEAK9AXYBMAHhAGsAxP/g/tb90/zM++j6Gfpu+Qf55Pga+a75j/qu+/H8Q/6S/9sAEwIhAwAEngQABS0FJgXlBJAEKwTFA1wDywIsAm8BsgAEAGb/3f5H/pP9xvwJ/Hn7MvsO+wb7Jvto++z7t/zD/Q3/dgD0AYMDEgWEBqMHfggLCWoJgAktCV8IDwdrBZMDzAENAF/+j/y7+gv5oPex9gb2qPV69X/10/V09m33tPhI+g78Bf78/+gBxQOBBSIHkwiyCWEKjAouCnkJiAhrBxMGZQSEApkAy/4//e371frl+Rj5hvhV+Ir4EPnS+an6o/uu/M79FP96AP0BawOxBLMFcAblBgkHBwfFBkkGdgU7BMQCLwG4/2b+R/1P/Gz7lvrd+W75Vvmt+U36Cvva+5P8U/02/kL/fgDSAQ8DDgTDBDgFlwX7BVMGfgZNBsgF6ATKA54CeAFZACL/2P11/Eb7NPpo+eT4rfjW+CL5p/lD+hj7C/w2/ZD+BQB7AZgClAOGBIwFlgZVB7oHqAdEB6cG5AUQBd4DJgLy/5z9efuT+fv3cfYX9QH0WfNr80H0x/Wh98v5DvyI/i8B+QPQBmkJlQsKDeMNPA4rDtANPQ1RDPMKFwnkBqQEkAKpAOb+K/1j+5D5v/c79iP1dfQF9ODzCfSb9KH1A/f9+E774P14AAcDkgXUB60J7AqzC+QLfgtoCrkIrQYvBIwB/v6s/L76C/mb95n2G/Ye9pT2Zvd4+KX50foi/Ij9C/+VAPcBXQOzBOQF/gbzB7AIHAkYCZoItgdBBlYEJQLT/4/9TftE+Z33ffb29Rn2DfeX+Eb60fsp/W/+m/+NACIBQAHBANX/+v7g/s3/TQEjAwsFHgeTCT4MCg9+EcoSmhLoEDMO7woMB44Cuf20+AH09+/x7F3r9eqf6zXtkO+B8qr10fj2+/L+ggF9A8IEfQXUBd4F/QU8BmMGcgaABtUGgAdfCBkJlAm4CVQJlwiWB2cG1gSzAjAAgf3r+ov4bfbG9MbzJfPw8jDz3vMs9df2z/gQ+z39CP94AJABzgIiBC8F7gUgBu0FewUTBQYFTwWBBUwFrAT8A4YDNwMKA8ACXALCAQ8BcgD6/7f/Z/9F/2r/y/82AHUAfABuAKIA9ABWAW8B4QDY/3b+WP2a/AP8h/vW+vj5XfkL+Sz52vmX+l/7/vtQ/Hr8ivyP/KX8pvyF/Dr8hfvf+ov6tPpr+zL85vye/V7+LP9AAIUBvAKlA0EE9gTSBboGPge5B2EIMAkWCgELIgz5DGANcA2tDSMOSQ6HDfcLIwq9B/sECAIe/y38ofj49NnxxO+R7sztue2W7vzvy/FJ9Gr37/r8/W0AvAL1BLwGxQdWCLcImgjzBx4HZAbXBfcE7wMeA4ACuQGnAI//rv7w/RD9P/x/+7v69flo+WX53fmK+kL7Qfx//cr+SADlAZEDHAU0BgYHkge4B3kH7QZEBm4FMgSmAh0Bgf8R/tD8yfsj+2f6rPkk+dv4qfhz+DD4GPgM+Kf3Z/cr9yD3JPf59kb36/en+EL5//ke+4b88P1Z//UATAIcA14DrQM2BCgEGwNEAUv/Zv22+8X6yvo3+5/7Pvz6/ocESQtXEoAY8x3cIq0mQCqQLdguaSziJUkd0xQQDNECKflM76jlPty81OnQK9DW0FbSPdVc2png5+YL7q71VP21A9sIAw5oEicVbxbTF9EZPRsSG8kZShhrFsMT3BB+Dq8LIgcKAfz6B/aX8R7tIekk5r3j1eFF4RHjo+aF6p7ud/NX+V3/6gRPCo8P4hOhFksYdxneGdYYmxbkE+8QOw3MCEgEKgBB/Df4hPR+8erueOxz6nzpiukd6gLrceye7i7xBvRs92/7b//EAokFAghbChIMBw12DTIN9gvgCbIH5QVABB4Czv/I/Uz8W/vW+hD7lPvG+8D7Jfxn/QT//v+BAPEAIQFTAYgBOAI8A3gDFAPvAmgDLgSnBBAF7gXGBi0HUAffB9QIKgnSCHkIVgjZB28GogQiA4oBaP8l/XT7fPpm+Sn4uPch+Pb4yvkg+1L9c/+lADYB1QGVAtcCZAL1ASMBkf9y/Zb7/Pr7+tX6wPoJ+6X7VPwq/Z/+TQBCAWkBLQHmAH4Adf83/j79Rvxg+7f6k/oL+6b7ivwk/lwAzALYBIEG8AfaCFcJewk5CYYI5gZ/BN4BTP8D/RX7cvkk+Pv2+vWG9av1Z/Zt9034/vg7+Rj5/vj1+Bb58/h3+Nj3VPdc9+b3/fia+mP8L/4zAIcCSwU+CP8KqA0bEBwSmxOcFHEV+xXqFSQVkRNjEXUOCQusB3cE8QDS/Ir4tvSw8Svvc+3M7CLtCu5h7/3xE/YT+wMAxgSbCf8NURGLE/sUkRV6FGcRZA31CBAEq/5a+Rz1yPGh7h7sDOu163ftju+J8iH2j/lU/Mv+xQHbBNMGeQeOBxoHQAblBMwDagOtAiIBDf9w/cH8U/wY/C/8K/y7+7r6H/rt+pX8JP5O/0gAqgFkA10F7weoCusMzg2ZDZANhw0PDZoLCwk6Bh0DaP+8+4D4qPXS8pTvBu2R65rq2ekp6X3p2eo17KXtj+8+8kn1BfgI+9b+rgLHBTQIyQoFDoQQxxFjEosSUhIREUoPqQ2uC8wIVQWYAuoASv9q/fz7lfvQ++f7BPzc/Pb9Wv4u/h7+hv5+/rb9Cf0W/cv9aP4q/+IAdgMhBs8IzQsbD/wRghMpFGEU+RNnEnUPuwtZB0kCzvyk91jzku/m66Xolebo5W/m/Odb6pPtH/HG9M74Uv0jAnQG9wmdDJ4OJxAQEU8RpxD/DocMqAnEBg4EcAHX/jv86/l7+BD4lviG+UP69frF+9H8JP6A/5wA9ACCANn/nP8DAKAAAwFLAZoBvgH8AYcCTwPSA0UDDgLHAJ7/Lv4f/BP6NPhY9mz03/IY8rXxVPFn8cDyKPW098n5Dvz+/hcC8wRlB3sJqQpQCiYJPwh9B9YF/AK4/9b8M/rF9xD2ZvU39Yv0BvTb9Av3pfka/Lr+twGBBLcGJwlPDFAPOhEjEv8SDxSEFEUUxBNIEy8S3g8tDdIKfwh+BdoBcP61+zf5kfY+9IjyOfEf8LfvkPAi8n7zF/S79Ev2rvhA+1T9t/5b/4r/0P/QAFoCjAOJA2kCmwHtAU8DtwRnBaAFjAV5BY8FPQYzB1UH8gXMA1UCngHLACb/Zv0z/Bn73/lI+QD6Tvsp/LX8Nv6+ANQC0gOfBPYFFAfgBtEF9AQIBCsCoP/a/S39Ufyf+iT59vhr+W/5Lfmt+af63vo8+tD5RPq6+qr6mPpG+zL8dPyW/Gn9B/9MAJ4AmwCqAIwA5/8I/0z+if0k/Gb6M/m++ND4z/j1+Kj57vqb/H3+6ACkAzoGRggNChcMPw7mD6AQ6RAXEfAQ/A+ZDn4NgAz+CoQI1AWPAyMBQ/5m+zX5Xvf09BzyFfB575Lvtu9S8BPya/Sl9hb5ZfxNAJADqwVZB/sIxwkgCZAH+wVhBBMCHv9K/Aj6RvgI99P27ve1+Vz72fzY/rgBCQXqB5wJTgpICsYJ7wjkB9kGZgUKAwwA1P0f/XD9wP3X/WT+Rf8FAMcAOwI6BEYFjgQ3A2sC4AHGAFz/q/41/rb8qPrN+eL6avwD/WX9o/44AB0BAgIBBF0GNgdfBqYF2gWsBecDfwGB/0X9F/qS9jH0ffIv8KTtV+zZ7K/tC+7y7jLxLfQS9x361v2BAfwD2wVqCJYLJw4zD14PYw8sD6wOMA7ODcoMuAoeCCEG8QT3A7sCKAFT/zn9XPsD+hv5CviU9g31vPME8+ryhfOW9L71Hvcw+fT79P7nAa4EVgd+CfoKLAwGDcgMFAt7COkFfQONACH94fkb95P0mPIi8mjzSPXD9kL41Ppz/gcCDwW1B8kJlAofCoQJdQkaCT8HNgRbAVL/xP2b/B38Ufxu/Bv8Yvw8/hABcgPCBKMFvwakBzQIxwiBCcoJyggLB9QFZgUVBUYETgPDAk0CkAHnANUAQwFRAZoAqf/d/uX9W/x9+tj4a/er9aDz3fHk8GrwB/AX8NzwMfJl80z0nvVr91X54fpn/En+EgBWATMClAOEBVUHXgjzCJwJDQoiCgEKUAqiChcKuAhRB6MGOAZUBegDTgJnAPT9fvuZ+UD4ifY49CHyK/E38cvxEvPt9Cn3UfnI+x7/7AJHBqUIfArrC7EMpww1DFQLZAlQBrUCiv+g/Gr5ZPY89Nzy7/GX8Z/yA/W491/6df1bAfgEfAc3CfIKVgxcDA4LQwltB8gEjwHQ/ir9//uI+oH54PlW+/382v5qAZkEFQeKCMkJQAuGDNMMsgyLDPELawqICDkHqAYBBrQEQwOmAf3/cv6Q/XD9FP3e+wn6ffiT9zP3Dvfp9jX2xPRz8+vynfOe9EX1hPW19U72gPeD+an7bf1d/in/VgD4AXgDaQQOBR4FAAW0BNUEEAXiBB0EPgM1A2YDygPEA/oDKQQvBDcEJARhBLcDmgLxAKv/mP4i/aH7wvlS+NL2+fWv9fD1aPao9o734vgM+zL9VP9rASgDpAR3BS4GgAZOBi4FcQNzAWX/V/0l+1b5v/eo9hX2UfZS97D4KPoU/Lf+qwF0BG4G7wffCFQJNgmuCIAHNwX4AU7+m/tB+XP3ofV59J30nPX/9/z6O/9ZA24HbAt4D2AToxXNFrcWoxaOFXgTrBBQDQQKSwZqA4IBbADX/tf8vvsq/Iz9Wf66/pb+Ov4s/fz7cvvo+hf5qvVQ8m7wA/Cm713viu9e8HzxI/NO9oH6Sv5tAAICFgS9BqAIbAnZCZoJvAgAB9MFWAW5BDUDPwFTAAYAEACJ/07/Nv/w/pv+SP6S/kD+eP03/KL7r/uW+z77e/pK+h36j/oy+x78Dv1+/Uv+R//wADkCMQOiA74DvwNKA+oCGwIfAXf/0v14/Fv7XPoX+TP4avcZ97T2kfbI9jH34fej+Ab6ffs5/cb+lwCTAj8ESAW4BVAGtAa/BrkFagQUA9EBkgDM/+3/JgAZAJP/lgD0AuMFEQhuCRgLUgwfDWsNfw4zD5wOPAzSCQkJhAgACMQGWAY4Br4FKAVjBYwG3AYGBlkEYwMXAqD/c/xq+TP3VPTo8Nnt8euy6prpb+nM6i7tDO+o8CfzCvdO++j+AQLRBBUHiwjQCaMLPA1iDSUMdgpPCVcIKgf6BbgEEQPkAA//ev7D/sb+NP6N/S79RP1M/Z39/f3I/en8pfvO+jX6efk5+AT3EfZ/9XH1xfWv9p33x/hE+kX8l/6aADUCGQOeA9QDDAQXBEYDgQEE/7X80/pV+QD41/bQ9QX1F/VL9q74WvvL/TsA3QKhBQoI9glWCxgM0wvnCq8JOAhnBv8D4QFlAHb/p/4B/gf+6P55AIUCAAVSBwkJCAr2Cg8M+Az5DL8L9QnlBzEGDAVnBOADFQM4At0BZAJvA5oEOAU5Ba8EzQPpAs8BFwC5/bz6kfe79D/yS/Cp7l7t5+xc7dDu2fAp8+v12vji++X+zQFnBEwGTAfOB2AI5AgeCcAI+wcRBw0GRgXmBMkEewSeA50CHwI9ApMCvwK8Ap0CIgJ2AegApAAuAOT+4vy++tn4+PYR9VvzEPIP8Tfw8O+D8O/xtfOt9fz3fvr7/An/wQAtAkkD1QOfA8cCbgH1/2T+1/xE++755Pg6+Av4cviU+SD70PyW/r8AGwMeBX8GUgfhBw8IigdlBhIFkgPKAQIA5/7X/nv/bwAdAuwEsQiXDBwQwBMxF+AZPBs8GykasxfPExkPlgruBbkACfsO9sPyw/DO76fvVPBd8YDyW/Rd98T6I/1F/vj+yv99AL8A4AD6AIkAeP+a/t3+pv/4/73/2/90AMAAcAD1/9v/kv+i/oL9yfwt/DX7TPox+vn6gft8+5L7Q/x8/ab+5v9UAZsCfgNeBOQFrAcICW0JYglDCcoI7gdpBmQExwG//uD7XPnt9kr02vEZ8FjvaO8S8CDxRPJq8xP1m/eR+v38Sv4g/8X/UwCrAL0AgQCP/9r9CfwE+4P6/PlA+eX4L/nu+Qr7j/x+/okAlwK2BPcGcwjUCJsIZghGCKEHYAaOBLECGQGFAK0BEQSXBp8I3woZDjMSPBaTGbgbMBzYGksYrBXfEuAOLgm/Aqz8YPeb8o/ux+vh6WroZ+fL58rpQ+yk7kHxn/Q7+DX7lv0cAPgCSgXkBlEIygnGCuAK1go9C8ALdgtUCv8IpgfsBdMD8AFIADb+gfvy+FL3U/Zq9cD0yfRH9az1I/Zy9735Bfy//Wn/YwFhA+EENQbIBzQJsAlACcIIZwilByAGVgSSAn8A//1U+z75hve29e/zwPJB8vPxyvH38cLyxPO29KL1sPbC91b4rPgW+bz5QPpv+mj6afq5+j775/u6/Kv9m/6a/8sAPgKuA9EEggUFBsIGdwe1B1YHoQbTBUgFNwXUBd4GfAexB4UIFwviDoUSGBXcFi0YFRniGcQaXhveGaYVHRBcC6sHowOH/qH4x/It7YDo1eUm5QjlTOTd40blwugg7Y3x+PVO+iv+gAECBbMIiQvnDE8Nqg0NDuANDA0IDP4KzgmBCFAHOQbQBAQDQgG9/2D+5vxd+8b5H/iK9ob1G/Xa9I30ZvTS9K/1r/YC+Of5BvzN/S7/rQCCAksEpAWhBmgHpwdWB74GUgbJBa0EAQMYAUD/b/22+yL6q/gG92L1O/Se80bz0vJx8l/yoPLv8mrzCPSU9O70LvX59T/3h/iE+Vj6fPsB/br+jACaApMEAwbtBsQH5gjwCVcKIQq4CTEJHAiUBpAFqQVJBpMGjgYaB8EIAQutDScRERUoGJYZWBriGxAe+B6RHWQaQxY/EWILngU8AD/6x/LD6nXkmuAn3i7cHduK2yzd2N/o43/ple/t9KP5oP73A50I/At/DpwQNRIIE2MTaxPoEr8RThA1Dz8O3AzOCnoIHQboA+AB8v/w/YP7/Pja9ln1QPQ884DyDPLd8fjxn/LW80b1sfYq+A/6JfwY/u//zgG4Az8FZgZdBxcISwjgB0QHnQanBRIEJwJVAIL+kPyH+uD4bvfX9TH05PIs8qfxDfGI8G7wm/Dh8GXxTPKC86z02/Vv94L5tPu0/Xj/NQH/AsYEkQZBCFgJmAkqCcII0gjJCDYIuga9BOACpwGpAckCPgQfBbUFLgeeCoQPexShGJ4blB3QHhQgrSFuIqEgvhtpFXEPBAo0BKX9nPZp70/oaOIE38/dJN0h3M7bxd2n4Rbmnepm72309vj4/HUBagZyCsoMOw44EKQSExRZFCIU2RMVE5AR/Q++DvIMBgqeBs8DwgGU//D8c/pk+I72vfRU86LyMPKP8QnxCfGb8V7yP/OY9Gj2XvhO+lz8n/7XAN8CyQSSBgUIzwgOCRUJ4AhYCHIHLQaPBLICqgDK/g79TfuA+br3KvbH9Inzi/K/8SjxxPCc8KvwCPGY8W7yrvMu9f72AvkH+xf9Iv9LAY4DmwVHB48IZgntCfsJogkuCWoIUgfPBRcExAL6AdoBbQKeA1sFeQcECnUN3BGUFtQa2x3hHzYhtSGXIVogqR0iGdMS6wtiBTz/Cflu8tzrEOZK4Qfeidxr3BDd1d1V32ziyOay63fw//Sa+fP98wHvBdoJOQ1wD8YQIRKDE2UUVxSKE6ISahGeD6INtguXCcAGZwNyAFn+Z/wQ+oD3ZPXZ833yjvFH8VrxW/ET8UrxhvI/9Oj1TvfT+Iv6R/wS/gsAEAK4A94EnwV3BjwHnQeiB0QHlgaWBUIExAJTAcH/Cv4s/En6p/gI95f1UvQ+83Py1/Fi8VfxqvFI8hjzAfRN9ff20Pi6+pf8mP69AL8CsgSdBncIGwoQC5QL0gu/C14LdgpLCfQHNwZvBC8D4AKLA4wExQWeBxwKcQ08ETUVCxnBGy4dxR3bHZ4dOxwWGZMUFA8vCWkDmf0o+LTyLe1K6Ebk0OG14FjgruCW4TTjqOW56DXsBPDP85L3D/tC/osBxAT0B9wKMA0WD3sQdxEaEmESRBKMERAQHQ7LC4sJbgcnBdECUwDf/cf79/l3+C738/Xl9PTzRfML8//yNPOO8wn00fTr9Sz3qPg6+s37gv05/xYB2wJiBKMFigZWB+8HOwgUCIIHfQYgBY4D0wESAC3+8PuM+VX3ZfXA80fyAfEr8I3vKu8k77Dv0PAe8nbzDPX+9jP5fvvj/WUA3wLMBG0GLgj3CU4LiQsHC4gKGwpmCU4IIwcABq8EdAMzA5gEjQbIB30I5An4DLMQEBTCFuAYRBqvGtAaUhuDG44ZPBXwDygLCQdOAs/8CPd+8VXsF+hv5UXkleOr4lXid+M45oXppezY70Tz2PZ9+lv+SQLhBaMIzwohDXMPOREMEiIS6xFrEYUQRQ/BDdELhQnyBr4E5ALzAKv+MPzp+RL4i/YY9dHzgfI98Trwyu8Z8L7wcfEi8kzzEPVJ97T5F/yB/rUArAKABD4GuQejCNwIrwh1CPIHHgfhBW4E/AJjAbb/Iv6P/AP7V/md9zD2+PTm8/byEvJr8e/wx/Aq8ffxEfNm9OL1wffy+Vj8Af+1ARsEAAafBz4JzAqpC5wLDQtoCtoJ1gixB5AGtwUVBagESAW9BpgI/glIC6UN0RANFFEWsxenGBQZsxi9F5IWfxTgENwLtQZ3AlX+zPnS9CjwS+zn6GLmKeX15BzlUOU65pDot+v87iXybfX2+Cr8Gv8JAgoFgwcyCXwK3gtCDRYOcQ6QDqoObA66DecM9gusCtcIuQavBLECXQDq/XP7afl/99b1qvS/8y3zr/KQ8gDz1/O39Ij1bvZt95D4vvkW+2f8h/17/lf/VAB8AYwCZQP7AzkEYQSABIQEVQSyA88CvAGiAG3/Mf76/K77R/rp+Ob3NveV9ur1WPVL9bf1SfYN9xn4cfkM+8P80f4TASoD+QSNBjQIhAkjCgUKhAnmCNEHhAYCBZADLwL4AMUAqAEuA6wEHQZsCIsLFA8kEsUU3BbmFyoYxBdiF1wWyBMDEM4LHAh5BH4AaPyq+Dz1/PE771LtNOw560fqBeq36ufrFO037tfvE/Jc9K72A/lg+6D9l//JATIEbwYoCDQJNwpGC0IMyQziDJYMxgvICp8JdQggB0wFNgMcATr/jv0F/IX6HPnR9732Ffa79Yr1dfVo9az1I/a69oX3X/hE+U/6QvtR/Hf9dv6C/3EATgENAp0CBgNCA1YDLAPNAjICbwGBAIH/cP5T/RP85vrl+SP5hfjp92n3NPdf98/3kvhm+XD6rPv3/Kn+cQA0Aq0D2wT3BQcH3gc4COwHJgdeBqMF5gQLBPoC9QFeAUwBCwJLA6cE+AUeB+YIRwv4DRcQcBE7EskSThN2E2cTxxJnEVAP9Az3CigJ/QYhBAUBKf6Z+wn5d/YY9P3x+u877iLtqOyL7G3smeyc7T7vKPEO8wP1RPe2+SX8r/41AXADKAV3BtEHKgkqCsIKzAqoCmYK8gliCbcI2AerBjsF2QN1Au4AQ/9n/Zn75vlB+Lf2bvVg9KXzPfMq83bz8/PH9MP1GveW+P35Y/uz/Pr9RP9tAFoB/gFZApACuQLJAqgCMAKLAckACQBw/7/+4f3o/Of7I/us+mP6FvrU+a351/lg+jz7Qvwr/fv92v70/0sBkAKWAz0EnwQOBYAF1QUKBsQFRAXcBIoEdwRTBDkEPARVBOwEwAXyBi0IMQlECqULWg3sDhIQoxASEWkRhxFtEcoQww/NDWAL5ghyBv8DyQAG/WL5K/Zm8/vw1+5A7Q/sSutJ6/vrau3c7kDwH/Jf9Mz2DPn5+vX84P6+AIcCLQTKBQgH/wcdCVkKfwsvDEoMLwzkC1YLbAr8CDIH5QRTArn/Lv2q+if4tvWv8z3yMfGf8Hrwx/CQ8bTyP/QO9uf3w/l7+1r9Lf+dAMABjQIlA28DlQNiAx4DpwL/AUwBnQAtAJf/Cv96/vH9pf1Q/f38q/xv/Ff8Vvxb/H78xPwz/cH9Tv4M/9T/jQBoAQ0CvQJlA8MDGgRSBGwEcQQzBBAE+gPlA/8DCARCBMUEOQXrBdQG2QfxCLMJZgoqC+YLqAzbDOQM2wx0DN8LHgtRClkJ1gcEBjIEbAKfAH/+R/xo+p34Fvez9a30JfSz85jz7fOm9Hj1J/b19vv3FPkl+hT75/vH/GH9/f3Z/sn/twBVAeABrwKIA1QE5gQ+BWcFRAXeBD8EYgM8ApYA3v43/ZD72fkZ+JP2Y/Wm9CP0DfRi9OD0p/W89m/4Nfrl+3799v6DAAQCJwP+A5gExwSwBEsE9wOFA84C+wEKAWIABgCS/xH/nf4q/i3+3v2y/Y39UP1K/fn8+vxH/aH9D/6I/vn+6//6ANsBBAPgA64EMwWCBREGVwZeBhwGcwU3BRkF/wQbBQQFSQXGBTkGDQfxBwAJpQmjCfQJUgqaCmAKRgleCJMHmgagBWwEawNzAukA3P9a/xz/iP5b/X38OPwk/Nf7X/vR+pP6Ifql+an5kvmG+fn4n/jL+CX5Zfl0+c/5QPr9+q37WvwV/QX+vv5A/x4AzgCFAcIBygHaAfUB0AFJAZMA1//4/tn9Jf0I/BD7P/o3+a74Pfjg95739Pcd+Jb4Ivna+fT6yPv5/Oz9Nv8fAO8A/gG/AlwDkQMDBPkD+wOqA0wD2wJdAtoB4gDFAOv/Uf8s/3z+WP4+/hb+W/6o/tD+ev/h/68ATgHdAbUCOwPFAyQEZASrBPkEzwTPBHEEQQRCBMYDtAOBA4cDbgMrA4MD8AMHBDQEWQTyBEYF8AQEBSEFWAUfBVYEMgQOBF0DCAO9AoICQgJ5ATgBQgE3AfYAWgALAO7/P/+6/nL+vP0j/TP8lPuO+wr7qvpY+jT6lfoA+zP7iPs3/Nv8MP2d/VP+v/7h/vz+/P4V/1r/X/8J/wT/5P6m/tr+5f5h/gj+wP2E/ZD9S/2h/Dr8BPzK+8X7zPus+6b72fsI/H/8Uf3O/Sr+jv7//hYAzQDoADABpAFIAnsCTQKDAsICdAIjAtgB/AHsAdQA+/8UABkAr/8e/6z+mv7F/hP/av8dAFkASQD0ANAB8gIfA7ACzAJSA14DNwMrA+ICeAIeAjgCFQIrAj0CvwG/ASICLQJrAlACBAIjAj4CFgKnAYIBYQE3AaMAVwCXAG0Ayv+x//X/DADm/2z/o/8lAAwAtf+h/+7/DADv/6v/tP+r/2//nf+I/4H/sv8y/xr/s/8EAO//oP9s/7//CQD4/+7/n/9T/8H+hf4m/6/+wf2Q/Wz9t/2Z/fn8r/0s/qv9bv25/c/+qf5A/qj+Wv4O/1n/lf6v/mj/ef9J/wAA6f+c/+UAQQF2ABoB9QEJAQkBhgEDAfYAEAFKAKD/IACaAKL/Mf5C/zAASf9Y/kz+vv+p/yP+vP7X/+P/Lv9o/hIArwF3AOP/vwCYAUkCggGtAZcCVwKxAUIBzgG9AgcCMwA3ABUB9wBRAGr/SwCLAAX/Pf9ZALYA+P+p/1kAIwAMALcAaACIACb/yf6vATABn/55/q0A6gCMAO7/eP4CAWwCLQCz/zkATAFQAtj/Cv8FASEAawCuAC3+Zf9wAar/Uv+F/0AAtQJnAK/9VAC+A04C+v03/xsC9wDB/639pv98Ajz+sfs4/aQBWAL3+uD5IgEKAh39LPrO/pwD4/1q+bP9qwPYAHz7T/1GAk8CTP6+/8AD0AEJ/yECBAPFAcUBYQFw/64CwwIr/RAAXwNO/nv8XwBF/14AxP4D+Vr+awRd/FD8CP9l/BoC+f38/TsCDP/n/ccAgQJVAVABiAIB/zX+3wkBAaT7EgS6/zoC0wHc/PkB1/2//oIDUPhZAGMF/fey/AICmACb/1L74gAAAgX+igATATcB4gCoAHQCOP/9AX4HXP+L/LgCHgedAUD8Ef/zBAQFW/xi/EgAPgV1A6b6mfwCAfAF2gDC+3D//QPIAfn64ATKALr6igQg/zH6DgJpAr77wvt//j4BBQG8/BH8Ef1/BhEA8vvlAEH+iAeo/Nz9QQX0/k3/DP8W/8EBlQPM+Bf/EAN5AAMD/vemAgkJz/qt+1UDBAfa/on6uP7uA58EJfuo+bIBtAU3+qL7lQET/2gAyfv9/0v+jgOg/ev5OAQZBFn8M/jWBvcDlv2s+tIAPggpACb5VANaB1H9YACCASsBJAGTA0ABxPaRA/sJ+fgn+aMDUQPV+Lb7SAd8+7z8BwFA+gwEWgUX+pj7LwVqBsL88PtUBloEbwAR+64ChAmG/Xf3awYVBT/7xf2lAOoBFv0DADb9bQVn/Kz4yQlB/0D7LgR3/gkCLwQK/BMBdwHdCC35yff4CpMFLvkc+UAC0wajAU/vfwPqDM34FPVDAu8H6v5a/fz1XwWnCF/8SveH/LEPhvxl9vf9FgorA3T4OQNU+8QG+AYg+8D+RQON/D8LUAA09G8HugFaBMX3s/w1Cc///val/ZcEHAR0+NX3RQnM/aj/Hftq/tMGfv8q9GcG0gyJ7m4AEAmz//P+Bf/c+GwJSwi59OAALP9rCbgAkPeBApwEPwPb+nL/gwCmA7sAKPgpAr4ARv4lBFn2jv5rCKr6SAOZ9gX9oRMk95jzUwlaBIj/LP48/FAFef7TCKP1ZvnHGNjrpf/LDFf2CgXl+7/7IwtO/nT4NP7IBWIKjfDg/X0JLP8eBNb29vofErv8/+8EDfUCB/mtBOL4GQV+BwH0gf+4Bk//d/56+N4I2ADK8A0PjACi8rMF4AQm+0ICO/8i/zsENP80/qQIUfhqBAAJ3u9fB1kNevWi+UEDNQXKBffrSQUjDmPwhfllDh76PP6m/GAC3QAP/ZwL7PLW/mcJsgLA+3X6iQPlCA/3fgVZ/xL0ABGUAD72bQCj/68KEPx99rsGyQA2/5wAufUlDUv9V/X8BA4Ez/9/9CwNCfnh+kQL4gOZ7s8FQgj2/CED8vNaBsQB/QBr/8j1JAVDBJf/LPiYAMgHm/0z/7T5BQrxBgb0Nf5iE131IfyxDVT1EANZDE7s/v5dHj/k1PV6HKLxCfl7BpP7Mgdr9YkCDAMQ/OoDJPqzAOMC+wHx+SEByP6AA+IDRfMNCHwDFPsJ+8EIhw6u5KQGPRAW/mr9ufhTBgQHngTK85kAcQs7/dn12wfmA3H10P5SB2X64/v/A376lwNT+9b7YwoY/5ftCRKJAXbwOBFH+Yz8xAkX+IMAxww89bj8CAyY9p4C6AzT7FYC5xAX8SsClQcM9JYDfAz97VQAFQ849M7+Y/9yBQMANfWuCuf85PleEDbzf/gNEW4EMvPw9J4UBguk6Wn50w6ZCIb5u+oMEPIL2e1uA3D9yQR3BTj0svxrDR0Bh/DGBdsKdf2l7yIPQwcu7ocKSwMb+ZT7sw7BALLobBDDB5ryJgE4AjkCbQE1+GL8GBSe8pT1lRCy/IL8vPuAA1QHpfbC/HEFiwOI+VP+0AIVA3wC8O/3C7oO2uzt/7MJqAJf/2j6KgZq+pMIXgK287IELQcg+GL6ExCc8wL62AdKBM74UfZmDXgFAeyKCcwHg/bkAuD+NQPH/uwBnfdcCuj8wvstBbv6RAU//KEANwJj+lIIEfqS+QYUhvFV/FALbfa4CKoCHe6kBpwPUPrh6rANzg8H8Bj5IQfUCxT3k/ccBKMRi+tIAtcMgfLdCeT4WwF/BOj7Pf7BAyz9DACPB4P0uvpAF0T1Fu22FMMF5OosAUkWHPKd8JwWz/7o7xUJzgXy+ij83QRxBBz5uASD/XMA4Ac0+dv+r/n9GRHuKfCCHafwJvsBEFf1/O+THHD3c+zaEwABYPCGA7AO5vd79QwObvqq/dIPoO66AbUJS/0cAUj8yfyEB8MHRe2FBEIMhvPMBBL+Yv0nBgr9KfnIB4kBIvm5A6X6Cwsq/zLsGhvr9Ib4NA927cgWnvR78x4RxQH49sX2hRcX8Ej7XhGF7W0KEPzD/rwEwPjOBtv8oPqcCf0Cuu0cCoUKXPeU/ED+BQxU/TL4vwW7AKj65Qmy+rz5RwmTAC75Yf2SDz73g/cvBvELmfYM8TkY8PvG87wFUv0KESPpewNmD7foOBOG+w/yRwg5AZQHCvMc8jEh3ffC30gkZf1X7HoFJgwDChreBwuqH5Tf3AV3DS3rYxYN/FvqQxcVBU7pgQXSDvv8cvE4BIULu/ma+qUG9vo6AZoF3PCwFNfxvfIpJQjk3/fIG4TvzPkIEsrpthHDACHqIRkT8FQIUQMY7F4Xtfz/7VkSWQHq8lEFsQamA4XubAevEDzufgQs/b4FJgY39vz1DBMwBODn6grJBVT+Ofe9Aa4BkQiJ8yv6yg3H+hoIzuoEBqEcLd4gAQ0dXeqH/OgRvPG8Be4LFeV2FK4Gu+htCmwOle+J9tkXPvrF7ccOFgdm7D0HQQwV8zb+eAHMDjL2yuvJGaAGheU5C/ACF/jVFTLgeg3cDv7iIBfy/q/w5gjUAEoH/vhL8RAYp/5I7IQOzPtMB9734vYPGRztYwLmA2r7dAmd9aL/uQ6k82P4rRnB7TT+Hgju/7UDXO0zEy3+TvHqDzX6vvY0Dvr9CfEZCBYR1+gz/+4LjAVp8ckBiAZz9w0TQen7ArkTEvK+8Oga6QDd4ZYVRArn6VQH3AyM9o7y9RVB/d/4gfdjD0sJ0d00FVkMXOiTBHUICvlZBXD6VfjPEan4qfIMEzP6+fchBekLG+9GAMsVAu9g9bEcs/KR94EM4PXNEBb0hvHqIAPvhu4dITrtRfNnIa/myvXpImHlsAEtCfrxThXn7gz39xoN8S/3nhCM8psLrf0c8TUU2fu79YkLIQBa8rUQqgWh50AKdxPq5sMLjgFn9SUL1f98+I4DegDO/P0M9OgZCzASr9wXF2X+uO7RIdTgLvhhKirlxO/cHJb1TfvfBXb3gQvS+IL9fgqM9CgDagcm+Tr89wzm9JADAAAtA3cBYvFME/T83u2iFQr9D/J4D472igQcAQwCMvsK9V4ZHPzm5Q4R4Amb8uwB0/s1BNoLV+g2CMgKS/E9Ccf8UvUYFQLyqPlrFyHkBhDPBqzqohV28koE1gpY4QYuxuQ+5/M7NNtk9zQfW+OmDz0IzuPpGPb8L+9LE9v1NAJo/qT3CBsx4fADUhro2+8UzgpE1QAqiPlQ5tUcdeylDkz/KuZhJEr1c+zhE8v8uwCX+un88RNZ6AoIjA4o5fIYMvE3/lITBe72/g4MBfqDATT/hPoGEGPzVPNAIgzz5OEYIEYGceitA7AKev/T88oBvxDS8Iz+W/6XDET9rO2eFar1u/gxExPyk/7aCdjwhQ7zBXDk1g64FZflTPcDG6EIgNgDECEZlOxW9GMRVgbu7SgIcQB4A7T4dgF5B+nzRwO6CQ/0A/3PDD36x/ZoDUjyjQ/4+ErvCxwp9H326gqOAlL4KP+iBZcE5vXa/b0R8PIG+b4XdOY1EgX92e+bGgztIAcu+2gB9A8Z2xMi0/hJ7Isc9+QEEu/7WvflD4XrkQ0bCFLptg3CA5H6HgD4/U4EiQfy8O3+ghaa7+j0chnO84r8ff2iCdsKEN3CFHYNkel9AwsMzfUh/vsLx/BvBYsSXuHvAx4a3fKA8S4KFgDrC5r0HuuXJpDytfADDVkEMfdaAiMGNvAcFCD8iOpDFR0K5uG+Cp4RLPCa/ir9DhNd9R/vmBw67NQIZQTi68QX9vSO/FEIafyT+kMJ1/gJAM0JB/AbCjb5zg2s9FbwVCgD4Q37TxlI+znpGw2OECbuXAFC+iwVavO/+UkEGwXpC13bUhaRG4HMLRIYIz/LmxUaGvfS1hBwGTHZKBRfCHvdlCib8pLqHhVsBeXvO//uDWz5C/wI/YwO1fmz8YsPKAdI7E8C5RGs+yTpqgzkGxLg6fAUMdPil/apGCTsKhPn6mcJ5QzQ5usSpAEq53wb6AAZ34ce+QRe3pAZtAOw7H0R8uxqFf35OuohH8TxbvzFAH8JxPkC+qMIhv4GBJLqLR8C88XrZyPX62P7cAy5+oYDBPmx/BQVEu5h+REW0/U48/QQOAXj6F0MNwoE8yEAAwWRA9n4OPsPFGXqGQbvEMnn//rmJ3PpAtrAO/jvR+UPE0wA5AbQ7kT+shxk5Yb7XhZo/4njxA6eHBTY+AMEI+neuv3dHSjuovaBEfz18wRzCJblpBgL/ML15A9v8Or91RgU7NfzsRn6+cjyNgPwB4kDUu/FBS4LovC7CpD+w/JfE7j48+6lIaXoPPkOGYPtAwbDAqP51P8nDbP3YfK2FgP78fWcA6sDBgUn9rMC7v1fCR/9BfHzEGoEGOwfB9sM7vck91QA7BlH5xP5OhiU9CcB2vemB3QGhvYB+zcF6g9I5iYCFxhb55gGXAss6+wLtAna7JcGWAnb8WsIhAXk7bMOXQAS/PL8Sfs6HZfjdPbdJIXvcfIOCkgNAPGp+H8aAurMAfMNTPCECaj6lgVr+BYAiw/P5ZATFvsk9tYWlePADoMJQuqJDyD3sQuT+ZbtmCK98bbxjgi2EjDrVfomGnzqGglx/ab7+BDt7tcBiQOsBuz+8ucDHTABbeFOGvkDm+OsFogAafeo/BUD7BKG3ZsShAu45UATRfghAF8KnOqxDf8LrOJSFu/6xvNWHanciQ4SFBbc/hU1BEHtNg4oAfT5lPhiGIftyfoTFcPyN/8mA8YFe/UrBlEEx/UcBKgG//gRAsfypxtI9KngAiv7/43W0xDmIoLd1vJfIG75hu7hBBEXveix9CojfO2U9IkW7veC7b0dj/gJ70QPhP5jAeL8P/ZtGgXx3eydH7/6Nu9S/4scA+525aUvZO8K5X8e7PuB+dH5ygSCEKHuDvXIFe0AWfEK+wsVk/0Y6ocNzQTrAXP1R/UUHvz2gOPgHyQCguWWCVQQoPhB8U4GFRdP4hMB6yG53lT4tCiQ6Qfp2Ci17bz38Qrq/tAEouloHOf5lubWHsb44fX1AaIIEfzz/BEAFv4/DQjxMv8uDfj2NQKa/PwF2P79+tkFWvzfBZb5mwHm/aoIogHk5ScYxQpF3RkRJQ+86Sz/oBEY+xPvVw5CCGLpWguDCBDzwQMoAKoBS/4IAq7+Avw5CTP5Vf4CDWbwcQOYDjjwSwJxBkL/sgCl80ARHP327wEZ/OzPAWsMZfFHB93/s/2U/4YAIf9ZBdj4OP/SBcr8NAAeAin4YAlY/eD1xBOE83zzohr/9A/zcxEI+ccDaviMAvkOLuusBM4LsvUnBsr3ugHBDC71gvl4CgcFuPSU92UdNOw28Q4kFehJ/HoOQ/zg+/T9zgWQALr5tQQKAWP4ugfg/j35fAzD8y0Ctwlx9OsCwwZU/Fr0PhHB/rzyvAiHBNf3HwTE/7b/4ACtAQ/3HAudBATnZRbQBNbrdAKaE7z0IfJnDvwHkPLF9tUT8PzI8h0JQgA29ysMHv3+70cVGfeG9ygTOe1cAoMUjOjdAPQPl/p6+mL+jQgn/7/+a/rPBFAHrvgi+pMKdQLm+Fr7eAh1BxnvxQSWCG/7M/m1CA8Bf/IMDKIFze77BD4KnfSRAh0G/PUsAo4BdgQJ/4vxjwmZC070hfJ1GWz8fOeRGE78pPmMBCf7cANTBJb8afymAdwGiv7188ULKwY38qP9hBMA9GT28xJg92b44w3/+ML7fAh1+937vga5/OL/9PwlBawAYO+iG4Txee4QIaP0Hu3hDV4RyuxI8vQWLQof5Rb/yRsu8gH0CAb0EOH1oO7aE6gCNPUoAHIHWP39+5gCiAMC/sr59QjV+cD+hgzd79ICvQpO9EcEMQTL9akD5wiX9o/9QgaiAsn18gRnCSnxSQBVD9T3EPkoA00HVAJ87LEOWws36BQJvAs78HgJ8/1u+A4Ov/v08VAO+QYo7/f+mg1TAFH0yf3KDAcAze87DMYDT/UvA9AFx/zJ+XcJgP/S9JcLLQG29ZgFswFTAC79DfxkDMf3v/cPFK71gfQOEXL+RPWwBe4Eb/gTAT4Ee/3J/+r+w/9GBbH7V/x1CJb7cfwEB+/+p/k3BPoElvlH+80L8wAH8GID1BTm8XTuEBkgAEzsSwtUBHf7w/ucAikGFfd0A7QDGvdtBMAFt/ZOAwoCjP7d/QgAhAY5/q31LQYaCYv5kfjIBWII2PWD/04GwP/I/az83gOkBgH2AgEiBhD9Xf+DAFIAkQCY/msCCf+B/MMDyQDj/YL+ggESAMP/r//RAN/84/5AB5b8nfaDCXcEvvSa/34Kxfq2+4UGhfu1/TcInv0c+RsE4wKNAPv9evvGB5ICVvRmB9QFDfeq/4YIlf0H+QUFSQen91P6Yw6+/Hb2kAX5A4L9kvp1Aw0EC/oy/w8GI/o8/x4FPfzO/lkCrf0iAPUCJ/0O/yUB8QI9/fT+MwXL+7P/2gJAAHD/of39AmgAKf29AoEBjvufAAwElf5v/PQCAAFW/CMCSgBh/rcBYf9w/VwB3AIw/r390/8MBB8Aw/pvAmoDw/ys/jcE6PxR/3wDBv1U/j4DCAFN+roBOAUU+vj+5QQZ/oX9FQIOAfb+Hv6gAsQBnPv9ATECIv6y/x0BZwC0/gEA+wHs/6b7HQMxA+b6gf88A/T/b/17/wgCWQCU/EYAqALQ/qz+Fv9dAX0BYP7X/tL/9AL2/z38YgGUBLH9AfybBcgBhPw2AMgCIAAL/iICTwFK/JEB7gJe/ab+wAFYAUT9Sf8cBBH+5Ps5BCECuPr3AIMDAv22/6UBCQCF/mD/4wKL/tT9OQO2/n79ogNh/1j9HgI9ATP+Yf42A3UAkfw9AEYCYv/0/RAApgHR/+P7YwO2AVX7JAE3Aon+6/74AX3/KP/dAGgAy/9N/2QA9QCH//H+bgCUAFQAf/6//soDl/4o/cYDWgDR/VAAOgSP/o/+AAOjADv+NwIbArf89//oAs0AkvsPAhwCfvu8ABsCWP6p/qT/nv+eAPT/q/2/AHUA8/2SAWb/rv51AQv/9P2rAqMAJvzEAOQBmv6p/s4BYADU/fcAAgLJ/gMAmP8iAZsBlvwyAPsCOf+v/KUBtQIQ//v84gLXAcz8KwK5/y4ALQGl/sUB7P8B/8sBnACy/qH/2gHW/vn+6wA7/4D/tgBt/8L/aAHF/sf/FAK9/y7+6wAzARz+sv4pAbIALv1oAIQBT/+x/wsAUAGeAKL/9/8oAT0ADAD3/kQBNgEx/vP/sQF9/77+cgE7AHf/2P++AMYA4f5G/ycCv/9y/T0C4QDT/R8ApwBRAGn/P//9Aav/1v3hANoBa/70/oECW/7C/9UBRf+v/xABav8I/88B9wBG/NT/hQJR/vH94gApAT3+Af87AdwAy/4y/z4BEQFG/VEANAK1/Tb/5QHY/mr/kABRAKb/1v7DAO4Ajv25AH0Ba/22/6gBzf40/moBPv+M/+T+OQBY/9/+YQEa/pH+RQIz/yb+CAB7AJ7/Nf2dAa4Alf0AAAQB/v/u/5IAxgA+AAEA9/9lAQ3/yP5OArT+Gf/2AFcB5P69/zICDgBaAE8BfgEb/ycCBAIWAVECKgLPAiAD8QL6AhQF1QKmATkEBQR6AGYCmQSTAEcATwQQAob//QBRAgUAof6sAJoApfxZ/e3/CfzV/AX/8Pu9/Jb98vvR/Z38hv29/Br9xf4T/WL9t/3W/d3+zv35/Wb/Dv3u/L79OP4o/JH7kv4o/Jb6Nv1b/Aj83/pu/R7+YPpX/Az+Yvy7/LH/m/5j/qT/gQBB/1EAsAHp/zL/bQGrAJH/FgCiAMoAmP/FAasAuwHQ/nkAfwHp/XsBiQC4/4oCXQO3BdYHnAkXDZkNWxFUExQTBhQ+FOMRCRJfEHgPygzDCFQJOAayBUYAk/8L/w/7/vmQ9mz22PR08S7yKvS58+TyvfRW9ij2mPkO+VX5qvya+gz8Pf01/Fr9Dv0a/nn+jv46/5T+F/5T/x7+QP7W/6j9Nf2Q/gv+9PtO/eL9iP1c+7z7Iv6a+qv6pP38/Ir66vu+/vn6TfvP/R/8Hfw++9v88/yQ+sH7Tf0B/dT7LP6i/rj8ZP5+/xj/BP52/6f+R/6T/ycAzACNAo8DkAGxA0IEJwKoAdUBlgCD/twBhQE1/zsJlQwfDh8WlxhbG2UbtB6JH9UZIRuaF28RXBFyDS4Ilwe8BC4BoP+u/P33zPME8x/xo+1X7nLtY+ts7ULuD/F68kvzxfY9+Fb5NvvQ/Kz+6P3j/x4DSAEDAcIDrwQXAq4EAAbVA6gCCQPsBN4A8f9sAvT+W/yL/Yf9cfpo+mj8xfnI+db6wvoK+0L5Svyv/fP6M/x4/X79tfvz/On/2/zC/eb+4fzw/en+Zf4j/cH+jf4N/CP9EP22/D39Qfw//kr+2fs5/sP+kf5S/93/lgD2/qD/wf8G/3f92v18/Rv7uvza/Pb8Nf5e/gUA2v9//nb/9/4Y/rL+7P4zAGYB/AHrCRMPCRUuHHgbNSCyIdcfriEpHl4ZiBVpEEwL5AaiA10Azf2d+uT6U/of9Mbxe/Ez7+LuAvGK7/HtIPGc8UDyOffU+vX6Lv3d/0kAOwHbAXECYwLMA4QCrgFjA10AZgCOAl0BlwCJAYcAB/5H/nj+uP3x/Jv8+fzK+0H77vsB/d38kP0p/0j/KAA3/lYAcQHd/qH/0/8J/7r8iPyi/DX84vvX+2T7kPrw+zz6lfne/Mv6Hvp/+1D6QfzY+0T8c/47/Vn/mAAp/3YAIQLhALf/VwEOAbD/J/3M/un+6fpR/Er8cfth+9T7AP0m/c7+XAAtAEkBYQLNAb4CZAQ9BCYEQQWGB8ELZBHWFWIYShu+HQUeOx5hHlYbRxafETsLDQWpAfT7rfeG9a7yFfL27pftRO5P7Arteu/c8DjxtvK09J71PPeM+93/oP5HAKsF7wOXAiAGFQfSBNAEswZ7BdcC0AL4AYn/WAB4ANr9df3x/v/7lfqj/l39IfsR/s7+B/2n/Nb+Kf6g/Jf+vv6x/mr+Gf+g/3z/SP+h/20BKgBy/nX/PwC3/I/8KADf/Br8Ef/+/Uj99PxK/oT9ffwJ/739Zv1h/jX9Iv7E/S3/kABR/5AAoAAE/7L/AwER/8j/1wBO/2H+W/6Q/YL8o/2b/Zn+Qf+M/qT/HwDD/0gAkQDQ/7T/Sf+F/lb/DgC7AKwEEAsyEAQVDRj6GVsacRnNGYYVhBEBDq0FGABK/Hv5ufZP80X1LPZZ89DzDvaS9EjzyPWL+M/3+vfz+2f7//l5/vQC2wFRArYGjAWwAsYDLwSJAQv/w//n/sL7lPyR/Zn7Tvx+/0wA0/9lAfYCgQHOALUCbALkAH0AxP9E/9D9R/2G/q79df2V/qb+uf05/n7/6/3n/W7/JP9b/W79UP4T/I38EP7D/DL99P2w/JL9Yf6f/Tr+hv5w/uz9sf65/pn9Vv/A/rb9z/71/hX+0/3K/lj+0v0j/tr+4/72/bH9CP+D/Rj8if6l/U78gPw3/cf9U/yC/r8A/P84AZADnATwA0oEZwV5A28BrAM5A18AYQIZBG4ErwfbDeoTHRWBFosaARlxFrUW2BOLDjoJXQTE/mn64/dZ9HTzq/M/86j0ivS39EL2zvUq94f5a/mG+vH6sPld+xn9Zv2k/jAAjQHyAMQAjgLOAeEAKQGtANAAQQA5/1T/fv/O/jj/3wDkAOUAZgFBAdgA5f+q/zX/Cf7T/bn9Xf3o/ML8W/7//sL+2QHUAj8CzwOOAyIDmwINAmsBFP/d/Vj9yPqP+cn63Pm5+Tv76/o0+zH8j/t9/G3+Bf2R/tb/cP61/1EA6wCBAasCRgMUAkkCDALO/3j/4v+t/YX8HP3W++v5h/pS+yX6o/rL/OD8n/xi/dX9ef1o/cL+Zv9c/y3/Bv+E/wj//P57AAUBOwAOAS0ChAFrAX8DJwUTBjIK9g7qELsSZRW4FbUVyRU0FPURow3RCNAEngCj/SH8gvlP+Dz57Pd19wL53vhA+DP5Yfpb+lb6TPoT+uz57vk5/Ev9ufxb/+b/cf5/AOkBEwF3AQYC9gCIACIA0f4K/+L+3v3q/mH/FP+7/8//5/8LAQQBvQB9AZoAff8v/1v/IP9i/qL/BwHZ/7EAcgNnAiMCCAR7A2ECFAItAUD/iP3C/KP7fPqv+r/6t/od+2T7x/xf/f787P3F/pD9ovyY/bj8D/v4+5n8lftg/EL+rf0D/jQACQCI/9kA8QBC/wf/Mf+I/TP8Svwd/NH6lvrx+3D7b/pp/MH9HP2G/vYAdgCw/3ABTwJkAc8B7wP0AzcD1QSmBekEmwSoBE4EPwOmAr4C+wE6AhYEBAYtCq4N/g+SExIU2RPJFAoTfw9wDOUIZAMR/pj7vPnH9Rv1IvcP92X3EvkY+zj7z/qk/Kn9Qvy5+x/8fvqO+X36VftE/Kn9HP87AJYBUwJdAjQDfQPsAa8BxAF//0P+e/6l/dz8mv3P/g7+sf2N/wH/tf0z/6n/Kf51/kX/YP7F/Xr+Hf/g/q//DQEeAXYByAGVAUICzQHYAIwBeQBn/rX+8P1A/Lf8RvxQ+xP81fsI+xr8zPzy+7j8Kf6x/TP9M/6C/tv9hf6D/7f/+P/DANYAEwH1AagBqgFQAnsBawCgAOf/kP5//kr+m/1z/aD9w/2e/bX9nP7F/rL+KgBbAIn/sQAUAdn/mwCkAd4ASAFNAjgC4gHPAVcCCwKNAY4CuAIgAmwCXgLkAd4BtgEwAZIAWwAIAM7+zP5ZALAAfwEjBdMHoggWC8gNJw6CDnAPpA6UDDUKaQc+BPsAav4t/C76I/mC+Or3//fU+Cv5dvnI+qn7Z/sT+936v/rq+Xb5v/ob+676ePvH/GD9pv1X/8IAtQA1AfABrQFSAT8BwwAFAQIBIADlAFUB1P81ANQB6wBSACoCBAL9/00AFAGA/6T+5v/Y/7r+N/88ALb/pf8wAZEBGwHiATYCCgF+ADgATP9c/m39+/xv/Iv7VvuC+8P7Hfx8/Dr9G/7+/U/9uv08/qP85vu2/RD9+fqG/MT9Ovzt/Bf/1P6r/h8AGwCx/6cAmQDk/9wAVAGBADUBLgJ7AV0BVwI1AsgBCQKzAeoAawDt/3j/P/8g/9f+t/7p/kP/c//C/+UAkQGXAbACkAPPApAC1gKpAZsAgwD//1D/QP83AI8BWANABrUJxwyJDyQS8xNSFLoTDBOZEPEMNgpkBnkBHv5p+0z4O/bF9Xn1y/Tc9Mj1R/Zk9kf3XfjU+Bj5XPns+X36TPrZ+kP80fz1/LH9r/7e/oP+S/+NAAgAfv/bAKsALP+1/1MAiv8i/6P/wv8H/8X+Rv9F/+n+Sv8IAK7/mP8/AOj/1f+tALYAvACjAYoBQQHwAf0B/QFuAjsCMgIwAn4BBAHeAG8ArP8X/zj/2v7G/ab9+v1w/dT8eP3m/Rr9/Px2/R/90PxY/Zr9kf0m/n/+p/5r/yEALQCmAIsBdgFBAX8BJwGLAPn/Zv9F/9D+J/4u/nX+Tv5z/of/ZwCQAGwBowLLAtQCRQNtA9cCEgIBAo0B/P8r/zz/D/4L/eX9Jf7F/bn+GgCTACYB1gLVA4YDSARhBSsEPwMoBCUDHwGBASMCwwBCAAMCigL5AXQDjQXCBRcGeAfXB0kHxgZaBlwFqgMXAuUAcP+U/XT8B/wv+5/6FPuI+zn7kft7/Fv8TvwD/Tn9zvy8/AX97fyj/Pf8lP2x/Q7+5f49/27/9/8bAOz/YwBnALr/1/+//wP/wP72/vP+h/6b/gD/vf5K/qv+3v4T/g/+dP4E/sv9IP43/nH+3P5K/ywAwgDxAJQBNwI5AiQCbgJ0AtEBNQFNARUB+v/f/z8Abv/c/oX/xf8e/3v/rACpAF0ApwF+AosBtQG5AqoBTAB5AKP/df2H/A/8f/pa+Uj5+PiZ+ET5J/rL+kb80P2//j8AIwLfAmIDDQW1BfEElwWOBjsFgASBBbwEFwMyA0ADzQGWALwAiAAU/4L+LP+o/pX9Qv7f/in+aP5S/wn/9P7F/4j/N/8hABAAgf+QACcBggBCAXwCSwKDAtkDDwShA3UEvQTRAxUEnQRjA/sC3APWAsEBiQIjArYA1ABKARQAYP9eALL/XP5S/6r/PP6Q/rX/qP4A/i3/9f6z/R3+i/57/RT9pP1E/b38N/2Q/Zb9Kv7i/lf/zv9hAMsAzQD6APYAXwD4/63/Bf9G/hD+9f1p/Tr9sv3V/X/9x/1y/v/9bf0I/qD9c/yh/Ij8nfuG+/L7s/uC+2H8q/xS/Ej9+f11/Qb+Wv87/z//9wDKAYYB0wJeBBoELARCBRUF3AOVA5cDHwKtALQAJgCz/m/+vf5I/s/9L/6N/l3+P/5T/qH+oP4n/t7+AADe/4IAxQLxA1QErQb4CDEJQwpTDE0MhAsODJgLgQl7CJcHVwWTA5UCEQGe/zj/1f4c/kX+wP5w/mH+/f7M/uv91f2j/Uf8Uvsl+xD65Pjm+Jv4B/iO+AL5BvkS+hX7N/sO/GP9W/1B/UH+Wv6A/aX9MP6T/S/9FP55/kP+EP9BAMMAUQGZAqUDJgTnBNMFRgaRBucG8gbsBp8GEAaaBdUE3AMCAwcCCAEMACf/R/6F/fX8T/z4++b7iPtG+337iPso+1H72fuG+3z7Svxl/EX8/vyq/cb9LP4N/5n/zP8vAOMAPQEcAWoB+AHkAX0B6QEnAngBaAHEAVABygD6AMsAAgDl/7v/7/6o/pn+KP7N/QH+Fv7F/QX+mP5//nr+Df9K//r+A/+R/2X/6f54//3/hv+c/5MArwBAAOIAiQEaAcwAVwFYAX0AdgD9AJ8AQQDqAHgBeQHGAaYCRwMvA4cDVwQfBLUDIAQvBGMDXAPsA1YD9gLEA9cDLgPPA4YEuQOtA7EE9QPvAqMDWAOYAVEBsQEiAL3+Zf/r/gT9Pv0J/q789vtN/Sb9wftv/G/9R/zD+xj98fzO+4T8WP2B/Ez8dP1v/cX8ev0O/o79fP03/jX+wv1O/sT+cv6W/k3/Zf8W/6n/RQDB/7v/lQBPAIT/LQCFAHj/jv96AM3/Pv9GAFUAe/8gANkACAAQAAQBhAD//9gA2gA2ANUAUAHfADcB5AGkAZoBQgIGAnkB5AGeAbAAwgDIAMv/kv8TAHf/7/6o/8D/CP95/xwAhv9e/wAAwP8b/1n/hf/P/p3+Af+n/in+e/6g/iD+KP6g/lv+Cf6I/rX+Sv5+/i//Mf/7/r//dAAcAGYAcAGEATIB5wGMAgAC8gHKAp4C5gFXArgC1QFyAe4BUAFCAD8AJgAN/27+wP5S/ob95f14/hX+Nv5B/4b/Wf/+/5kAXwBaANYA1wCkAOcAMwFeAbsBMQK3AloD1AMxBMEEDwXiBOwE5wROBLIDawPOAucBmgFkAZ0AcQC6AFIAGgCYAJkAAwAlAGAAhv/Y/v3+Tv4T/d78vfy/+077yPuj+0/7C/y5/KT8Fv0C/i/+CP6W/u7+bf5f/sL+kv4n/nr+9f65/rP+b//N/13/of9dAPz/cf/W/+b/9v66/ij/oP4K/oP+sv4m/mX+C//K/rr+Zf9m///+Xf+P//D+/f5v//z+tf5S/1D/1/5b/8T/Xv+F/x8A3f+X/ysAJwCt/xwAgAAhADcA5gDqAJoALQGpAVIBXAEXAjAC2gF2AjEDGwNdA20E0wTPBJIFNQYHBhcGmAY2BpwFqwU7BSsEwgOGA2kCpgGOAe8A/f/D/7z/+f55/pP+P/6g/WH9Vv3a/FL8PfwN/KP7ZvuH+3j7U/ui+wH8LfyE/C/9n/3d/X7+J/8//3r/NABaAA0AeADsAHEASADrAM0AMACaAP4AZQBQAP4AuQA4AMIAywAmADAAeQDp/37/2P+W//r+H/9y//j+1f57/3f/JP+F//L/rf+W/wYA8/+c/7n/vv9w/1z/aP8q/x//Ov/5/uP+Lf8P/8b+KP9a//n+Ef+d/3H/K//P/wMAjP/X/1YA3f+s/zAA9P9W/5j/uP/2/t3+YP8H/7L+Zf+0/2//5v+rAK0AwQBwAZ4BaQGRAb0BbAFAAWcBRAEYAVABjQGDAc4BXQKDApcCFwNUA/oC8wIhA58CBwL8AbMB/wC/AMUAdQBTAIUAmgC1APgACwEeAWYBPgH/ACIB+ABXADsATQC8/23/t/+m/0D/j//s/5b/lP8QANz/aP+l/6v//v69/gz/ov4b/mX+oP4//j3+zv7d/qD+4P5B/xH/zP7//g7/of5z/qX+jv5I/nH+uP6s/sH+Hf9U/1X/kP/U/7T/sv/h/7r/gv+l/63/bP91/8f/sf+Y/wcAPQAPAEIApgBxAEwAlgCCABsAKAA7AMD/fv+j/1j/0v7u/vX+cv5I/pb+Z/4J/mH+pf5i/nL+8/7x/sT+Iv9Z/yf/Pv92/03/Pv9t/1n/Qf+F/5v/dv+5/xcA/v8TALEA2gCvADEBsgGAAZsBSgJsAiYCqAIfA84C4wJ7A28DHwOXA8oDSQNZA6QDMgPPAgUDuAIWAv4B1gE/Ad8AyQBrAPv/0v+g/1T/Iv/5/uP+x/6i/pP+mf6F/mn+gv6I/m7+ff6a/oD+ef6k/pf+eP6n/sP+kf6w/g//+v7v/nb/w/+M/9v/ewBOABkAoADCABgAMQCXAPv/mv8YAA8AcP/b/24A/v///9EAxAA2ALkACgE4AAkAhAAEAE3/pv/Z/zr/Rf/t/97/qf83AJUAWQB5ANcAsgBuAIoAdAAbAAMAAADZ/7n/zv/Y/9X/7/8KADAAMwAsAE0ARAD7/9z/5f+K/x3/J/8G/5D+aP6r/oP+Mf6c/tX+lv6i/h//Cv+k/vj+Ff+F/k3+o/4+/qv9Cf47/qz91f2V/nP+Sv4g/5f/Pf+m/2EAKAD7/5kAuQBWAJwADQHiAOEAYwGYAZYB6wFYAmoCigLiAgMDDQMuA1EDYQNUA1cDXgNQAxoD/wL3AqwCVAI4AgoClAFSAV0BCQGmALsAuABYADIAcAA1AN7/7//5/4v/S/9l/yf/uv6i/rP+Uf4P/i/+Lv7a/ef9Nv4R/u79Sv5s/iH+QP6J/jr+7f0t/gf+eP2B/bT9Ov0P/Yf9cv0u/aH98/22/dH9UP4m/uz9QP5G/vj9BP5T/jH+Kv6a/tf+3f4x/6T/wv/T/ykATwBAAE4AfACBAHkAtgDrABkBVQGxAfoBOAJ1AqQCxgLNAsYCvwK1AqACowK8At0CGAN0A8UDKwScBPYEKgVrBY4FXAUzBQ0FoAQWBNQDfQPkAp0CjgIzAuMB+QHrAXYBYgFcAdAARAAYAJv/sv5I/vz9Mv2Q/I38P/y2+8n7BvzE+7j7LPw3/Pr7Pfxy/CP8BfxI/CP80/sW/Er8JfxG/Nv8Av0P/aX9If4m/mD+9/4G/+X+Rf96/z7/Tv+X/4P/Xv+h/7r/ov+4/+b/4f/c//f//P8CAAQADQAmAC4AKQBKAHAAZQBwALQAsACmANgA/gDtAAIBRwFIAUUBcwGVAXkBeQGPAXMBOgEnAQkBwgCKAHsAVAAdABYAIAABAO//EAAPAOf/5//9/8D/lv+k/47/UP9a/4H/Z/9v/7r/5P/s/y0AfwCJAKMA5AD6APsAHQFLAUsBcgGkAcYB8QElAlkCfQKuAsQC1QLqAuECyQLHArICewJjAmACGQLuAfMBvAFzAV8BSQHaAJ4AiAAmALz/kf9l/+r+rP6i/lb+Bv7+/fX9pP2Q/aL9dv1H/Vr9Xv0s/Tz9Zf1Y/WD9nf29/cL9+f03/kT+Xv6X/rX+t/7b/g7/Gf8u/2f/lf+X/8z/BAAMAB8ATABZADIASQBJABgABAARAAAA3//4/w8ADgAnAF0AggCWALsA3wDlAOUA3gDcAMgAogCLAHoAZwBCAEwAYABaAGMAjACnAJIAtwDNALkAsgDCAKsAfQCNAHMATgBLAFQAMwAaADMAFADs/+7/8P+z/5D/pP9v/y7/O/8x//H+2P72/r/+eP6R/nP+J/4L/iP+7P2z/eT96P3N/er9QP5S/lj+sP7n/uX+Af9C/0j/Nv9i/33/bv+Q/83/9P8gAH0AygABAWABrAHcARkCWgJwAn4CqAK1AqoCwALlAuAC8QIhAzIDNwNaA3IDZANvA28DVQMzAyoD/QLQAsICngJ4AmACWwIsAhACEALuAb4BrgGPAU4BGgH5ALYAZQBHABAAvv+K/2//Jf/d/s7+mv5P/if+Cv6//Xv9Yv0s/ez8wfyr/Hf8TfxC/C78GvwW/CL8HPwj/DD8NfxC/Fn8X/xw/In8mPyY/LX80vzN/PT8GP0q/T/9eP2f/bX9/v1C/mj+oP70/iX/Qf+H/8j/2f/7/zoAWwBcAJwA5wD7AD4BrQH0ASQCkwL3AhMDYgOwA74DxAPtA+gDuQPMA9MDrgOrA9EDxgO6A+ED8wPXA9sD2QOiA2EDJwPiAm4CIALNAWsBFQHLAJAATAAjAAAA2/+8/5//df9S/yv/Av/Y/qz+i/5W/jf+Hv76/ef96/3o/dP96v36/fD9/v0p/jH+Lv5f/nX+a/5//qn+pv6s/tD+5v7d/vX+E/8V/yv/Rv9j/23/kf+o/7r/3P/5/w0AJgBGAE8AWABrAG8AZQB0AHAAYgBaAFkATAA9AE0ASABKAF0AagBwAHsAkwCaAJkAqwCuAJgAkACOAHgAVABZAE4AJwAmACcAFgACACUAJQASAC0AQAAqAB0AOgAmAAEACAADAM3/u/++/6T/hv+g/7b/qf/O//j/EQAjAFkAcwB3AIoAhgByAFUARAAfAP//7//a/8b/yP/I/9X/5f/+/w8AEQAmABMABQD3/93/wP+g/5X/cv9e/2r/aP9q/43/rP+3/8r/8f/3//P/DgAQAAEA/v8IAO3/4//3/+//7v/8/xIABAAMAB8AGwATAB0AHAABAPb/7v/R/67/qf+R/23/VP9J/yb/B/8J//f+4/7i/ub+1P7P/uL+3v7a/vT+/f76/gX/G/8e/yb/S/9b/2j/j/+s/7z/2/8JAB4AMgBfAG8AdgCMAJ4AmwChALsAtACzAMoA0QDaAOsAEQEgATUBWQFnAXgBiQGeAaEBrwG/AcIBxwHcAeoB+gEbAjkCUwJwApYCoAKyAsUCyAK6ArACpwJ6AmECRwIjAgAC5wHSAaEBhAFpATYBAwHbAKMAWQAUANL/ev8j/+X+kf5L/gr+1P2X/Vz9QP0Q/ev8yvy0/I38afxY/Dn8HfwS/Aj89vvx+/f7+/sC/CL8P/xj/I78vvzz/CT9YP2c/dv9Gf5R/o7+xf73/i3/Zf+Y/8n/AQAzAF8AjwDGAPQAFgFJAXABgQGbAbUBwAHDAdgB3gHUAdgB4AHVAc0B2gHaAdIB0gHeAc0BygHOAc0BwgHBAcgBsQGwAawBpgGWAZIBjwF8AW4BZAFVAUkBPAEzAS8BGQEXAQsB/QDyAOgA4gDHALgApACIAGQASAAtAAIA5f/H/6X/hf9x/2D/TP9C/0P/Ov84/zr/Qf9C/z//UP9M/03/Tf9V/1X/V/9r/3n/hP+d/8D/zf/q/wsAJwA1AFIAYwBkAGwAawBpAFYAVQBKADgALQApACEAFwAcAB8AGgAaAB0AEwALAAAA8v/f/8b/rv+M/3D/Tv8w/xb/+/7k/tT+xf6u/qf+nf6P/oP+fP5s/lj+Tv47/ij+Hf4V/gn+AP4E/gf+Cf4Y/iv+QP5P/m3+hf6a/rX+0/7y/gj/Mv9V/3H/lP/F/+X/BgA6AF8AgQCoANYA7gASAUIBXAF7AaYBxwHjAQQCJgJAAlUCbQJ5AoEChQKDAoYCeQJ2Am8CYwJYAk4CRwIzAi0CHQINAvQB3QHDAZwBewFWASsBAAHZAK0AhgBbADwAHAD2/9r/vP+g/33/Yf9K/yj/Dv/1/t3+vf6k/pb+dv5h/lj+Rf4v/in+If4R/gr+Dv4J/gf+Ef4c/iH+LP5F/k/+Wv5z/oT+jf6d/q/+wv7M/ub+/v4U/zH/Uv93/5j/w//y/xYAPgBoAIoApwC/AN8A8QAFAR8BNQFMAWIBiAGhAcAB5gECAh4CMAJHAlECTAJQAkUCMwIbAgQC6wHKAbABmQF7AWQBSQEvAREB7ADSAKsAfwBVAC0A9//F/57/av86/xn/8/7L/rD+mv59/mj+Xv5I/j3+Lv4j/hj+Dv4D/v39+v3w/ez97P3r/ef99P39/QD+FP4o/jH+Rf5e/m/+gP6c/q/+vf7V/uf+9v4J/xz/Mv9F/1j/df+N/6f/xP/o/wQAIQBFAGcAfgCgAMQA2wD7AB0BNQFNAXEBhwGgAcIB3QH5ARQCMgJMAl8CewKLAp0CqQK0Ar0CugK/ArsCtQKsAqMCkQJ/AmwCVQI3AiECAwLcAb4BmgFsAUIBHgHuAMEAmwBrADkADgDf/67/fv9X/yT/+v7X/qv+i/5t/lX+O/4j/hf+Av7v/eT92P3M/b/9vf2y/a39q/2v/bP9uf3P/dn95v39/Qv+Ff4n/jr+P/5I/l7+Xf5l/nb+g/6L/p3+s/7A/tD+5/76/gj/Iv82/0b/WP9w/4P/lv+z/9P/6/8KADEATABrAJIAtQDQAPIAFQErAT8BXQFuAXsBkgGgAaUBtQG/AcEBygHSAdIB0gHVAdEBxwHCAbwBrgGlAZwBkAF+AXYBaQFaAVEBSQE8ATEBKQEXAQkB+QDsANYAwACzAJ0AggByAF8ARgAtAB4ABADl/9L/uf+X/33/av9H/yv/F//7/tz+y/65/pz+iv5//mb+T/5H/jb+Jf4f/h3+Gf4X/iP+LP42/kv+X/54/o7+rP7H/uL+BP8o/0b/af+U/7P/1v8AACUARQBtAJUAsADMAPEAAQEaATMBRAFWAWMBcgF0AX4BhAGAAYMBggF+AXMBbgFoAVsBVQFKAUMBMwEkARkBAgHxAN4AygCwAJcAgQBhAEcANAAZAAEA9P/f/8T/uP+p/5H/gP94/2L/TP9A/y7/Gv8L/wH/7/7i/tr+0P7D/sP+w/66/r/+wf7B/sD+xf7I/sf+zP7S/tb+1v7g/ur+7v79/g7/HP8u/0D/Vf9n/3r/j/+d/7H/wP/N/97/6v/+/wkAFwAsADoASABXAGsAdQCCAJYAnwCsALwAyADTAOMA8AD5AAkBFQEcASUBMQEzATMBPwFBAT4BRwFPAU0BVwFdAWABZgFqAWsBZgFlAV8BUAFHATsBKgEYAQYB9wDhAM4AwACqAJgAgABvAFQANAAhAAAA5P/D/6n/iv9n/1P/M/8f/wn//P7p/tv+2v7K/sX+xf7D/r3+vP6//rn+tf66/rr+t/69/sD+wP7F/s3+0f7a/uT+6f7w/vj+/f4A/wn/D/8S/xb/Hf8j/yb/MP84/0L/TP9V/2L/bf95/4n/l/+q/73/zf/h//X/CgAcADQASwBcAHIAhgCaAK4AwQDcAOsAAAEXAScBPQFIAV8BZgFwAXgBdAF6AXIBcQFkAWABWQFGAT8BMAEnARQBCQH9AOYA2QDJALMAogCSAIEAbABeAE8AOQAyACAAEwADAPr/7P/Y/9H/xf+5/6v/qf+b/5H/i/+B/33/cv9v/2f/X/9Y/1P/Tv9K/0j/Rv9C/0L/Qv9A/0H/Q/9E/z7/Qf8+/zv/OP86/zn/M/82/zP/NP8x/zj/Of89/0T/Rv9R/1f/ZP9q/37/iP+S/6j/sP/D/9P/5v/5/wcAIAAvAEEAXABrAIEAkwCqALUAwwDZAN4A7QD2AAUBCAEOARoBHQEhASMBKgEkASMBHAEYAQ0BAgH8AOwA4QDTAMkAuQCuAKcAlQCJAH0AbQBfAE0ARQAyAB8AGgAGAP7/8P/v/+P/2P/Y/8f/x/+0/7L/pP+Y/5H/ev92/2L/Wf9M/0P/N/8p/yT/E/8N/wT//P72/u/+7P7i/uP+4v7g/uf+6v7x/vL+/f4E/wv/HP8k/zf/Rf9S/2T/eP+I/5z/tf/D/9n/5//5/wgAFgAoADUAQwBRAFsAZQB0AH8AigCWAKAApACsALEAtwC7AMIAxQDEAMgAwgDJAMIAyADHAMIAyQC9AMUAvQDEAMQAvwDGAL8AvgC0ALcArACjAJ8AkACGAHcAbgBhAFQATABBADQAKAAdAA8AAwD4/+j/2//J/7z/r/+d/5b/jf+C/3v/d/9z/2v/bv9s/2v/bP9t/3P/cf92/3//f/+H/4r/k/+W/5r/o/+k/6r/qv+0/7P/t//C/8P/yf/N/9b/1v/a/97/5P/f/+L/5v/d/+T/4v/q/+n/7v/6//v/AQAJABgAGwAiADAAMgA1AD0ARABGAEsAVgBWAFcAXgBgAGMAYwBtAGoAaABrAGUAaABfAGQAYwBWAFgATwBJAD4AOwA3ACoAJQAeABUACAAHAAIA+v/5//P/6v/h/93/1v/R/8r/xf/C/7X/s/+v/6z/qf+q/63/o/+n/6T/pf+h/6X/q/+h/6j/pv+n/6X/qv+w/6r/sP+u/6//rf+v/7X/s/+4/73/vv/D/8f/0//W/9z/6f/p/+//9f/8/wAABwAQABMAHwAiACwANAA4AEQARwBMAFEAVABZAFgAXQBgAGEAZQBmAGkAbABtAHAAbQBuAG4AaABqAGMAYABhAFcAVwBTAFEATQBJAEcAPQA7ADUALgAnACUAHwAVABUADgAMAA0ACwALAA0ADAAJAAoADAALAAwADgALAAsACAAIAAQAAgADAPz/9//u/+f/3//W/8//yf+//7P/sP+i/5r/mP+S/4n/g/+A/3X/bv9u/23/av9r/3H/bP9w/3f/e/+E/4z/lv+d/6L/q/+2/73/yf/X/9//5//y//z/AgAMABgAIwAmAC0ANgA2AD0ARQBJAE0AUABTAFAATwBNAE8ATABDAEcAQAA3ADgANgA1ADQANgA5ADEANgA8ADYAOQA+AEEAPAA/AEQAQwBDAEkAUABJAE8AUwBMAEsATQBLAEIAPwA+ADUALQAnACMAGAARAA8AAAD5//P/6f/g/9T/0v/M/8D/vv+9/7T/sP+y/63/qf+s/6n/pv+k/6L/p/+i/6b/rv+t/7P/tf+8/8H/xP/O/9T/1v/a/+L/4//i//D/8f/z//j//P/+//n/BAAEAAAACAAJAAUAAgAHAAUABAAKAAkACgAIAAcACwAIAAsAEgAQABEAFQAWABgAGwAjACgAKAAuADAALQAyADgANQA5ADwAOQA7ADYAOgA7ADoAPgA5ADoANAAzADAALAAuACoAKQAiAB0AHQAWABQAEgANAAoAAgD9//f/8//v/+3/5//i/+T/2P/V/9j/0v/R/8//y//I/8T/xf/C/8L/xv/I/8f/yf/O/83/0//Y/9j/3v/g/+L/5P/m/+v/7v/x//T/+P/7//r///8AAAAABAACAAUAAgAEAAUAAAAGAAYABgAHAAkABgAFAAgABgAGAAcABwAIAAQACAAJAAUADwALAA4AEgAOABIAEAARABMAFQAWABMAFwATABUAFgAVABsAGAAYABcAFAAUABYAFQARABcAEgAOAA0ADAALAAgACgAIAAAAAQAAAPb//P/6//j/+f/z//X/8//x//L/9P/0//P/9f/w/+7/8//z//T/9P/6//f/8f/5//X/9f/6//v/9//2//r/9P/3//j/+f/9//j/+v/6//f//P/7//7/AAABAAAAAwADAAYADQALABAAEgAQAA8AEAAQAA8ADwAPAAwABQAJAAMAAQABAAAAAAD7//n/9v/2//L/9v/2//L/9v/1//T/9f/6//v//v8AAAAAAwACAAQABwAGAAoADQAJAAkACwAJAAgABgAIAAUA/v8BAPr/9P/4//P/7//v/+7/6v/p/+j/6P/n/+z/6//q/+3/6//u/+3/8v/1//r//P/8/wAAAwAEAAkADgAQABUAFgAZABgAHgAgACIAIwAkACcAHwAjAB8AHgAfABkAGAAQAA8ACAADAAIA///+//f/9P/v/+z/6v/m/+n/5//m/+f/5v/n/+n/8f/y//T/+//+//3/BAAIAAoAEwAVABgAFgAcABoAGQAeABsAGgAWABQACgAIAAUAAAD+//r/9P/w/+v/5v/k/+T/4v/b/9//2f/W/9n/1//a/9r/4v/d/97/6P/k/+r/9P/z//f//////wAABwAMAA8AFAAaABkAGwAfAB4AHgAlACIAIAAiAB4AHQAdABsAGgAZABgAEgAQAAwABwAFAAEAAAD5//f/8//s/+z/7v/p/+r/7v/o/+3/7P/t/+7/9P/4//f//v/+/wIAAwAKAAsADgAWABAAFAAXABQAGAAZABgAGAAaABYAEwASABIAEAALAAoABQD+//z/+P/x//H/8f/s/+n/6P/m/+T/4v/m/+L/5P/k/+H/4v/i/+X/5f/q/+n/6v/x/+n/8f/3//P/+//8//7//P8BAAQAAwALAA8AEQAOABYAEgARABgAFAAWABUAFQASABAAEQARABIADwAOAAwACQAEAAMAAgAAAP///P/8//T/+P/4//P/+v/5//r/+P/5//v/+v///wAAAgADAAUACAAGAAsADQAPAA8ADAAQAAsACQALAAgACQAIAAgABAACAAMAAgACAP//AgD///v/+v/6//j/9//7//j/9//5//n/9P/3//n/9//3//f/9//1//n/+P/6//7//v8AAAAAAAABAAQABAAEAAgABwAGAAcACQAKAAsAEQANAA8AEQALAAsACQAIAAUAAwAAAP3//P/6//b/9//3//P/9P/x/+7/7v/w/+7/7//x//D/8f/w//T/8v/3//f/9//3//b/9v/z//X/9f/3//n/+v/6//////8CAAQABQAJAAgACwAJAAwADgAPABIAEgAVABMAFgAVABQAGQAVABEAEgAMAAgABQACAP7/+//7//P/8P/t/+v/5//m/+b/4//l/+X/5f/q/+7/8v/5//n///8CAAUABwANABIAEQAXABcAGQAbAB8AIgAhACUAJwAiACIAIgAeABsAGQAUAA8ADAAFAAEA/v/4//b/7//r/+X/4v/g/9f/2//Z/9X/1//Y/9f/2P/f/+D/4f/o/+v/7f/z//f///8CAAkAEQAWABsAIQAmACkAKwAuAC4AKgApACgAIgAdAB0AFgARAA4ACQAEAP7//f/4//H/7//u/+j/5P/n/+T/5P/n/+f/6P/q/+3/7f/v//L/9P/3//f/+v/+/wAAAQAGAAoACQALAA8ACwALAA8ACwAIAAgACAADAAMAAgABAAAA//////v/+v/5//X/9P/y//H/8f/u/+3/8v/w//D/8//0//T/9f/5//f/+v/+/wAA//8DAAYABgAJAAwADQANABAADwAMAA4ADAAKAAsABgAJAAYABgAFAAUABgAFAAYABwAFAAYABwAGAAcACQAIAAYACAAFAAUAAwACAAAA/v/9//r/9//4//b/9v/1//b/9v/1//f/9P/3//j/9v/4//j/9//7//z//f8AAAMABQAHAAsACwAPABEAEgASABMAFQARABIAEQAQABEADQAMAAkABwAFAAIAAQD//wAA/P/5//v/9//2//X/9f/x/+3/7f/n/+X/5P/i/+D/4f/j/+L/5f/q/+3/9f/5//3/AwAGAAsAEQAUABYAGwAfAB0AHwAiACIAIAAiACEAHQAdABkAFAARAA8ACgAHAAAA/f/5//P/7v/q/+r/4f/i/+H/2v/d/97/4P/e/+X/6f/n/+7/8f/z//X/+//8//3//v8AAAAAAAADAAcABgAHAAwACwAOABAAFQAWABYAGQAYABYAFwAXABUAEAARAA4ABQAEAAAA/P/6//f/9f/x/+//8f/s/+7/7P/w/+//7f/x/+//8//z//j/+v/6/wEAAQAEAAcADQARABEAFwAXABgAFwAbABkAFgAYABUAEgANAA0ABwADAAIAAAD7//j/9//0//H/8P/y//D/7//x//D/7f/v//H/7//v//H/8f/u//H/8f/0//f/+f/+//7/AQAEAAoACwAPABUAFAAXABcAGQAYABkAGwAWABcAFAASAA4ACQAJAAYAAwAAAP3/+v/1//X/8//v/+7/7v/p/+j/5v/n/+b/5//s/+n/7f/v//L/9v/5/wAAAQAHAAoADAAOABAAFQAUABUAFQATABMADwAOAA0ACwALAAYABQADAAAAAgD//wAA/v/+//r/9f/3//L/8//x//D/7v/s/+7/7f/v//L/9f/4//v/+/8AAAIAAwAJAAsACwALAA8ADAAKAA8ACwAMAAwACgAHAAUABwADAAQABQACAAMAAQAAAAAAAAD///3//v/5//f/+f/1//X/9v/3//f/9//7//r/+v8AAAAAAAACAAMAAgACAAEAAgABAAEAAAABAP////8CAAAAAQADAAYABQAEAAgABgAGAAgACQAFAAUABQAAAAAA//////3/+//+//r/+v/7//3//v/+/wAAAAAAAAAAAAABAP//AgACAP7/AAAAAP///f///wAA/////wAA///+/wAAAQABAAIAAQADAAEAAAACAAMAAAABAAMA/v8AAAIAAgACAAUACAADAAcABgAEAAQABAAFAAAA///8//r/+f/1//n/9//0//b/9f/z//T/+P/3//f/+//7//j/+//9//7///8AAAEAAAABAAAAAQADAAIABgAFAAQACAAIAAoACwAQABEADgASAA8AEAAPABAADwAKAA4ACAAIAAYABAAHAAAAAQD///3/+f/2//f/8P/x/+7/6v/o/+f/5//j/+X/5//l/+f/6P/r/+3/8f/0//r//P8AAAUABgAKAA4AEQASABUAGAAWABcAGAAYABgAGAAYABUAFwASABAAEQAKAAoABgADAP///f/5//P/9P/w/+3/6//p/+n/5P/n/+X/5v/p/+r/7P/u//P/9P/7//3/AAAGAAYACAANAA8AEQAUABgAGQAaAB0AHgAdACEAIAAdAB0AGQAVABIADgAJAAcAAgD9//z/9v/y//D/7P/r/+f/5//k/+D/4//h/+L/5P/o/+j/6f/u/+3/9P/2//j//f/9/wAAAgAEAAcADAAPABAAEwAVABcAFgAXABoAFQAVABQADwAOAA0ACQAIAAcAAwACAAAA/v/9//n/+f/1//X/8v/u/+//7v/t/+z/7//s/+3/8P/s/+//8v/y//X/9f/5//z//v8BAAQACAAKAA8ADwARABMAEgAWABIAFAAXABIAFAAVABIAEgARAA4ADAAKAAcAAwAAAP3/+v/2//T/8v/v/+7/7P/q/+v/6f/q/+v/6v/r/+3/7v/x//T/9//6//7//v8CAAMABQAJAAkADAAMAA4ADwAQABIAFQAUABYAFwAVABUAFAARAA8ADgAIAAcAAwAAAAAA+//7//j/9v/0//H/8P/t/+3/7P/r/+r/6//s/+v/7f/w//H/9P/2//b/+//8//7/AAAEAAUACQALAA0AEgAUABcAFgAYABkAFgAVABQAEgARABAADAAMAAsACAAIAAYABQAEAAIA///9//3/+f/4//f/9P/0//P/8//x//P/8//x//L/8f/z//D/8v/x//H/9P/y//f/9v/5//v//P/9//z////+////AAACAAIABQAIAAkADAAPABAAEQASABIAEQAQABAADQAOAAoACQAHAAUABQABAAIA/f/+//r/9f/1//D/8f/r/+3/6//p/+v/6v/s/+z/8P/v//H/8v/z//f/+P/7/wAAAgAGAAkADQAPABQAFwAXABoAGAAbABgAGAAaABgAGAAWABUAEgATAA4ADAAKAAcABAD+//z/9//1//L/7//u/+v/6//o/+f/5//m/+f/5P/m/+n/5//u/+7/9P/6//z/AgACAAsACgARABEAFAAZABYAGwAYABsAGwAbABkAGAAXABMAEQAKAAgABQD///v/9v/x/+//6//p/+f/5//l/+T/4//i/+T/4//m/+f/7P/w//P/+f/9/wIABQALAAsAEAARABEAFAASABcAFwAXABgAGAAYABgAGAAWABYAFwAQAA8ACQAGAAYA/v8AAPv/+f/4//T/8//v//L/7P/s/+r/6P/o/+X/6P/r/+3/8P/y//T/9//5//v//f8AAAEAAwACAAYABwAKAA0ADgARABEAEgAQABAADwAPAAwABwAGAAEAAAD///3//f/+//3/+v/9//j/+//7//j/+//5//v/+f/6//3//v8AAP//AQAAAP//AAD8/wAAAAAAAAAA//8AAAEAAQADAAQABgAFAAUAAwACAAUAAwADAAIABQADAAIABQADAAYABgAGAAIAAgABAP7//v/8/////v/9//7//f/9//7//f/7//7//P/6//n/+v/7//z//f/9/wAA/v/+/////P8AAP///v/+//z//v/7/////f8BAAMAAwAGAAUACAAHAAgABwAHAAYABQADAAQABQAGAAcABAAGAAIAAQD+//3/+//6//v/9v/6//f/+v/6//v//////wAA//8AAAAAAgADAAAAAwAEAAIAAwAEAAUACAAIAAgABwAFAAUAAQAAAAAAAQD///3/AAD8/wAA///+/wAA/P////j/+f/4//n/+v/3//r/+P/4//f/9//3//j/+v/4//b/+P/4//f/+v/7/wAAAQACAAYABwAMAA4AEQAQABIAEgAOABEA\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"audio_denoised = denoiser(audio, strength=0.01)[:, 0]\n",
"ipd.Audio(audio_denoised.cpu().numpy(), rate=hparams.sampling_rate) "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}